{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## Matplotlib 散点图\n",
    "### 创建散点图\n",
    "使用 scatter() 函数来绘制散点图\n",
    "scatter() 函数为每次观察绘制一个点。它需要两个长度相同的数组，一个用于 x 轴上的值，另一个用于 y 轴上的值"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGdCAYAAAA44ojeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAoE0lEQVR4nO3df3RUdX7/8dckwCTNJqPBk/mhQYcfCwYQZRUa5OweSyShNgsr7S4eoIi7ZUv9FUSQbDdACmyEbe0W14ba4xEqoseeLljc01CaCpRjTJSIuykcBDZikPw4B2QmQZNCcr9/sJmvQ8KPwMzcz8w8H+fcc5x7P/fO+x5w5sXn3vseh2VZlgAAAAySYncBAAAAlyKgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMM8juAq5HT0+PTp06pczMTDkcDrvLAQAA18CyLLW3t8vn8ykl5cpzJHEZUE6dOqXc3Fy7ywAAANehqalJt9122xXHxGVAyczMlHTxBLOysmyuBgAAXItgMKjc3NzQ9/iVxGVA6b2sk5WVRUABACDOXMvtGdwkCwAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYJy4btUVLd4+lusYzamvvVE5mmib5s5Wawm/9AAAQawSU36tqaFb5zkNqDnSG1nldaVpVnKeicV4bKwMAIPlwiUcXw8nirfVh4USSWgKdWry1XlUNzTZVBgBAckr6gNLdY6l85yFZ/WzrXVe+85C6e/obAQAAoiHpA0pd45k+MydfZ0lqDnSqrvFM7IoCACDJJX1AaWu/fDi5nnEAAODGJX1AyclMi+g4AABw45I+oEzyZ8vrStPlHiZ26OLTPJP82bEsCwCApJb0ASU1xaFVxXmS1Cek9L5eVZxHPxQAAGIo6QOKJBWN86py3kR5XOGXcTyuNFXOm0gfFAAAYoxGbb9XNM6rB/M8dJIFAMAAA55B2bdvn4qLi+Xz+eRwOLRjx46w7b/61a80ffp0DR06VA6HQwcPHuxzjM7OTj3++OMaOnSovvGNb2j27NlqbW293nOImNQUh/JHDNXMu29V/oihhBMAAGwy4IBy7tw5TZgwQS+99NJlt0+dOlXr16+/7DGWLFminTt36l//9V+1d+9enTp1Sg8//PBASwEAAAlqwJd4ZsyYoRkzZlx2+/z58yVJn376ab/bA4GAXnnlFW3btk1/9Ed/JEl69dVXdeedd+r999/XH/7hHw60JAAAkGBifpPsgQMHdP78eRUUFITWjRkzRsOGDVNNTU2/+3R1dSkYDIYtAAAgccU8oLS0tGjIkCG66aabwta73W61tLT0u09FRYVcLldoyc3NjUGlAADALnHxmHFpaakCgUBoaWpqsrskAAAQRTF/zNjj8ej//u//dPbs2bBZlNbWVnk8nn73cTqdcjqdMaoQAADYLeYzKN/61rc0ePBgVVdXh9YdOXJEn332mfLz82NdDgAAMNCAZ1A6Ojp07Nix0OvGxkYdPHhQ2dnZGjZsmM6cOaPPPvtMp06dknQxfEgXZ048Ho9cLpd++MMf6plnnlF2draysrL05JNPKj8/nyd4AACAJMlhWZY1kB327NmjBx54oM/6BQsWaPPmzdq8ebMWLlzYZ/uqVau0evVqSRcbtS1dulRvvPGGurq6VFhYqH/8x3+87CWeSwWDQblcLgUCAWVlZQ2kfAAAYJOBfH8POKCYgIACAED8Gcj3d1w8xQMAAJILAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAMOKPv27VNxcbF8Pp8cDod27NgRtt2yLK1cuVJer1fp6ekqKCjQ0aNHw8bccccdcjgcYcvzzz9/QycCAAASx4ADyrlz5zRhwgS99NJL/W7fsGGDNm7cqE2bNqm2tlYZGRkqLCxUZ2dn2Li/+Zu/UXNzc2h58sknr+8MAABAwhk00B1mzJihGTNm9LvNsiz94he/0E9/+lPNnDlTkvQv//Ivcrvd2rFjh+bMmRMam5mZKY/Hc51lAwCARBbRe1AaGxvV0tKigoKC0DqXy6XJkyerpqYmbOzzzz+voUOH6p577tHPf/5zXbhw4bLH7erqUjAYDFsAAEDiGvAMypW0tLRIktxud9h6t9sd2iZJTz31lCZOnKjs7Gy99957Ki0tVXNzs1544YV+j1tRUaHy8vJIlgoAAAwW0YByrZ555pnQf991110aMmSIfvzjH6uiokJOp7PP+NLS0rB9gsGgcnNzY1IrAACIvYhe4um9p6S1tTVsfWtr6xXvN5k8ebIuXLigTz/9tN/tTqdTWVlZYQsAAEhcEQ0ofr9fHo9H1dXVoXXBYFC1tbXKz8+/7H4HDx5USkqKcnJyIlkOAACIUwO+xNPR0aFjx46FXjc2NurgwYPKzs7WsGHDVFJSorVr12rUqFHy+/0qKyuTz+fTrFmzJEk1NTWqra3VAw88oMzMTNXU1GjJkiWaN2+ebr755oidGAAAiF8DDigffvihHnjggdDr3ntDFixYoM2bN2v58uU6d+6cFi1apLNnz2rq1KmqqqpSWlqapIuXa958802tXr1aXV1d8vv9WrJkSdg9JgAAILk5LMuy7C5ioILBoFwulwKBAPejAAAQJwby/c1v8QAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxrHl14xN1d1jqa7xjNraO5WTmaZJ/mylpjjsLgsAgKRDQPm9qoZmle88pOZAZ2id15WmVcV5KhrntbEyAACSD5d4dDGcLN5aHxZOJKkl0KnFW+tV1dBsU2UAACSnpA8o3T2WynceUn8/SNS7rnznIXX3xN1PFgEAELeSPqDUNZ7pM3PydZak5kCn6hrPxK4oAACSXNIHlLb2y4eT6xkHAABuXNIHlJzMtIiOAwAANy7pA8okf7a8rjRd7mFihy4+zTPJnx3LsgAASGpJH1BSUxxaVZwnSX1CSu/rVcV59EMBACCGkj6gSFLROK8q502UxxV+GcfjSlPlvIn0QQEAIMZo1PZ7ReO8ejDPQydZAAAMQED5mtQUh/JHDLW7DAAAkh6XeAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4Aw4o+/btU3FxsXw+nxwOh3bs2BG23bIsrVy5Ul6vV+np6SooKNDRo0fDxpw5c0Zz585VVlaWbrrpJv3whz9UR0fHDZ0IAABIHAMOKOfOndOECRP00ksv9bt9w4YN2rhxozZt2qTa2lplZGSosLBQnZ2doTFz587V//7v/2r37t165513tG/fPi1atOj6zwIAACQUh2VZ1nXv7HBo+/btmjVrlqSLsyc+n09Lly7Vs88+K0kKBAJyu93avHmz5syZo8OHDysvL08ffPCB7r33XklSVVWV/viP/1gnT56Uz+e76vsGg0G5XC4FAgFlZWVdb/kAACCGBvL9HdF7UBobG9XS0qKCgoLQOpfLpcmTJ6umpkaSVFNTo5tuuikUTiSpoKBAKSkpqq2t7fe4XV1dCgaDYQsAAEhcEQ0oLS0tkiS32x223u12h7a1tLQoJycnbPugQYOUnZ0dGnOpiooKuVyu0JKbmxvJsgEAgGHi4ime0tJSBQKB0NLU1GR3SQAAIIoiGlA8Ho8kqbW1NWx9a2traJvH41FbW1vY9gsXLujMmTOhMZdyOp3KysoKWwAAQOKKaEDx+/3yeDyqrq4OrQsGg6qtrVV+fr4kKT8/X2fPntWBAwdCY/77v/9bPT09mjx5ciTLAQAAcWrQQHfo6OjQsWPHQq8bGxt18OBBZWdna9iwYSopKdHatWs1atQo+f1+lZWVyefzhZ70ufPOO1VUVKS/+Iu/0KZNm3T+/Hk98cQTmjNnzjU9wQMAABLfgAPKhx9+qAceeCD0+plnnpEkLViwQJs3b9by5ct17tw5LVq0SGfPntXUqVNVVVWltLS00D6vv/66nnjiCU2bNk0pKSmaPXu2Nm7cGIHTQTzo7rFU13hGbe2dyslM0yR/tlJTHHaXBQAwyA31QbELfVDiV1VDs8p3HlJz4P837vO60rSqOE9F47w2VgYAiDbb+qAAV1LV0KzFW+vDwokktQQ6tXhrvaoamm2qDABgGgIKYqK7x1L5zkPqb7qud135zkPq7om7CT0AQBQQUBATdY1n+sycfJ0lqTnQqbrGM7ErCgBgLAIKYqKt/fLh5HrGAQASGwEFMZGTmXb1QQMYBwBIbAQUxMQkf7a8rjRd7mFihy4+zTPJnx3LsgAAhiKgICZSUxxaVZwnSX1CSu/rVcV59EMBAEgioCCGisZ5VTlvojyu8Ms4HleaKudNpA8KACBkwJ1kgRtRNM6rB/M8dJIFAFwRAQUxl5riUP6IoXaXAQAwGJd4AACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwTlQCSnt7u0pKSnT77bcrPT1dU6ZM0QcffBDa/uijj8rhcIQtRUVF0SgFAADEoUHROOiPfvQjNTQ06LXXXpPP59PWrVtVUFCgQ4cO6dZbb5UkFRUV6dVXXw3t43Q6o1EKAACIQxGfQfnqq6/0b//2b9qwYYO+/e1va+TIkVq9erVGjhypysrK0Din0ymPxxNabr755kiXAgAA4lTEA8qFCxfU3d2ttLS0sPXp6enav39/6PWePXuUk5Oj0aNHa/HixTp9+nSkSwEAAHHKYVmWFemDTpkyRUOGDNG2bdvkdrv1xhtvaMGCBRo5cqSOHDmiN998U3/wB38gv9+v48eP6yc/+Ym+8Y1vqKamRqmpqX2O19XVpa6urtDrYDCo3NxcBQIBZWVlRbp8AAAQBcFgUC6X65q+v6MSUI4fP67HHntM+/btU2pqqiZOnKhvfvObOnDggA4fPtxn/O9+9zuNGDFC//Vf/6Vp06b12b569WqVl5f3WU9AAQAgfgwkoETlKZ4RI0Zo79696ujoUFNTk+rq6nT+/HkNHz683/HDhw/XLbfcomPHjvW7vbS0VIFAILQ0NTVFo2wAAGCIqDzF0ysjI0MZGRn64osvtGvXLm3YsKHfcSdPntTp06fl9Xr73e50OnnKBwCAJBKVgLJr1y5ZlqXRo0fr2LFjWrZsmcaMGaOFCxeqo6ND5eXlmj17tjwej44fP67ly5dr5MiRKiwsjEY5AAAgzkQloAQCAZWWlurkyZPKzs7W7NmztW7dOg0ePFgXLlzQb37zG23ZskVnz56Vz+fT9OnTtWbNGmZJYqy7x1Jd4xm1tXcqJzNNk/zZSk1x2F0WAADRuUk22gZykw36V9XQrPKdh9Qc6Ayt87rStKo4T0Xj+r/UBgDAjbD9JlmYraqhWYu31oeFE0lqCXRq8dZ6VTU021QZAAAXEVCSTHePpfKdh9TftFnvuvKdh9TdE3cTawCABEJASTJ1jWf6zJx8nSWpOdCpusYzsSsKAIBLEFCSTFv75cPJ9YwDACAaCChJJicz7eqDBjAOAIBoIKAkmUn+bHldabrcw8QOXXyaZ5I/O5ZlAQAQhoCSZFJTHFpVnCdJfUJK7+tVxXn0QwEA2IqAkoSKxnlVOW+iPK7wyzgeV5oq502kDwoAwHZR/S0emKtonFcP5nnoJAsAMBIBJYmlpjiUP2Ko3WUAANAHl3gAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABgnKgGlvb1dJSUluv3225Wenq4pU6bogw8+CG23LEsrV66U1+tVenq6CgoKdPTo0WiUAgAA4lBUAsqPfvQj7d69W6+99pp++9vfavr06SooKNDnn38uSdqwYYM2btyoTZs2qba2VhkZGSosLFRnZ2c0ygEAAHHGYVmWFckDfvXVV8rMzNTbb7+thx56KLT+W9/6lmbMmKE1a9bI5/Np6dKlevbZZyVJgUBAbrdbmzdv1pw5c676HsFgUC6XS4FAQFlZWZEsHwAARMlAvr8jPoNy4cIFdXd3Ky0tLWx9enq69u/fr8bGRrW0tKigoCC0zeVyafLkyaqpqen3mF1dXQoGg2ELAABIXBEPKJmZmcrPz9eaNWt06tQpdXd3a+vWraqpqVFzc7NaWlokSW63O2w/t9sd2napiooKuVyu0JKbmxvpsgEAgEGicg/Ka6+9JsuydOutt8rpdGrjxo165JFHlJJyfW9XWlqqQCAQWpqamiJcMQAAMElUAsqIESO0d+9edXR0qKmpSXV1dTp//ryGDx8uj8cjSWptbQ3bp7W1NbTtUk6nU1lZWWELAABIXFHtg5KRkSGv16svvvhCu3bt0syZM+X3++XxeFRdXR0aFwwGVVtbq/z8/GiWAwAA4sSgaBx0165dsixLo0eP1rFjx7Rs2TKNGTNGCxculMPhUElJidauXatRo0bJ7/errKxMPp9Ps2bNikY5AAAgzkQloAQCAZWWlurkyZPKzs7W7NmztW7dOg0ePFiStHz5cp07d06LFi3S2bNnNXXqVFVVVfV58gcAACSniPdBiQX6oAAAEH9s7YMCAABwowgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjRKWTLID/r7vHUl3jGbW1dyonM02T/NlKTXHYXRYAGI2AAkRRVUOzynceUnOgM7TO60rTquI8FY3z2lgZAJiNSzxAlFQ1NGvx1vqwcCJJLYFOLd5ar6qGZpsqAwDzEVCAKOjusVS+85D6+6Gr3nXlOw+puyfufgoLAGKCgAJEQV3jmT4zJ19nSWoOdKqu8UzsigKAOEJAAaKgrf3y4eR6xgFAsiGgAFGQk5kW0XEAkGwIKEAUTPJny+tK0+UeJnbo4tM8k/zZsSwLAOIGAQWIgtQUh1YV50lSn5DS+3pVcR79UADgMggoQJQUjfOqct5EeVzhl3E8rjRVzptIHxQAuAIatQFRVDTOqwfzPLZ0krWrgy2dcwFEAgEFiLLUFIfyRwyN6Xva1cGWzrkAIoVLPECCsauDLZ1zAUQSAQVIIHZ1sKVzLoBII6AACcSuDrZ0zgUQaQQUIIHY1cGWzrkAIo2AAiQQuzrY0jkXQKQRUIAEYlcHWzrnAog0AgqQQOzqYEvnXACRRkABEoxdHWzpnAsgkhyWZcXdc3/BYFAul0uBQEBZWVl2l4M4kWydVZPtfQFERjT/Hx7I9zedZJEUkrGzqh0dbO18XwA3zqRu0FziQcKjsyoAXJ1pn1kEFCQ0OqsCwNWZ+JlFQEFCo7MqAFydiZ9ZBBQkNDqrAsDVmfiZRUBBQqOzKgBcnYmfWQQUJDQ6qwLA1Zn4mUVAQUKjsyoAXJ2Jn1kEFCQ8OqvGVnePpZrjp/X2wc9Vc/w0TyoBccK0z6yId5Lt7u7W6tWrtXXrVrW0tMjn8+nRRx/VT3/6UzkcF5PXo48+qi1btoTtV1hYqKqqqmt6DzrJ4nrQWTX6TGryBOD6JGwn2fXr16uyslJbtmzR2LFj9eGHH2rhwoVyuVx66qmnQuOKior06quvhl47nc5IlwKEobNqdPU2ebr0Xzy9TZ4SedYISCSmfGZFPKC89957mjlzph566CFJ0h133KE33nhDdXV1YeOcTqc8Hk+k3x6ADa7W5Mmhi02eHszzJOzsEYDIivg9KFOmTFF1dbU++eQTSdLHH3+s/fv3a8aMGWHj9uzZo5ycHI0ePVqLFy/W6dOnL3vMrq4uBYPBsAWAOUxs8gQgvkV8BmXFihUKBoMaM2aMUlNT1d3drXXr1mnu3LmhMUVFRXr44Yfl9/t1/Phx/eQnP9GMGTNUU1Oj1NTUPsesqKhQeXl5pEsFECEmNnkCEN8iHlDeeustvf7669q2bZvGjh2rgwcPqqSkRD6fTwsWLJAkzZkzJzR+/PjxuuuuuzRixAjt2bNH06ZN63PM0tJSPfPMM6HXwWBQubm5kS4dwHUysckTgPgW8YCybNkyrVixIhRCxo8frxMnTqiioiIUUC41fPhw3XLLLTp27Fi/AcXpdHITLWCw3iZPLYHOfu9Dcejio4o0pgNwrSJ+D8qXX36plJTww6ampqqnp+ey+5w8eVKnT5+W18sd/kA8MrHJE4D4FvGAUlxcrHXr1unXv/61Pv30U23fvl0vvPCCvve970mSOjo6tGzZMr3//vv69NNPVV1drZkzZ2rkyJEqLCyMdDkAYsS0Jk8A4lvEG7W1t7errKxM27dvV1tbm3w+nx555BGtXLlSQ4YM0VdffaVZs2bpo48+0tmzZ+Xz+TR9+nStWbNGbrf7mt6DRm2AuZKpMR2AgRnI93fEA0osEFAAAIg/A/n+5rd4AACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMaJeEDp7u5WWVmZ/H6/0tPTNWLECK1Zs0aWZYXGWJallStXyuv1Kj09XQUFBTp69GikSwEAAHEq4gFl/fr1qqys1C9/+UsdPnxY69ev14YNG/Tiiy+GxmzYsEEbN27Upk2bVFtbq4yMDBUWFqqzszPS5QAAgDjksL4+tREBf/InfyK3261XXnkltG727NlKT0/X1q1bZVmWfD6fli5dqmeffVaSFAgE5Ha7tXnzZs2ZM+eq7xEMBuVyuRQIBJSVlRXJ8gEAQJQM5Ps74jMoU6ZMUXV1tT755BNJ0scff6z9+/drxowZkqTGxka1tLSooKAgtI/L5dLkyZNVU1PT7zG7uroUDAbDFgAAkLgGRfqAK1asUDAY1JgxY5Samqru7m6tW7dOc+fOlSS1tLRIktxud9h+brc7tO1SFRUVKi8vj3SpAADAUBGfQXnrrbf0+uuva9u2baqvr9eWLVv0t3/7t9qyZct1H7O0tFSBQCC0NDU1RbBiAABgmojPoCxbtkwrVqwI3Usyfvx4nThxQhUVFVqwYIE8Ho8kqbW1VV6vN7Rfa2ur7r777n6P6XQ65XQ6I10qAAAwVMRnUL788kulpIQfNjU1VT09PZIkv98vj8ej6urq0PZgMKja2lrl5+dHuhwAABCHIj6DUlxcrHXr1mnYsGEaO3asPvroI73wwgt67LHHJEkOh0MlJSVau3atRo0aJb/fr7KyMvl8Ps2aNSvS5QAAgDgU8YDy4osvqqysTH/1V3+ltrY2+Xw+/fjHP9bKlStDY5YvX65z585p0aJFOnv2rKZOnaqqqiqlpaVFuhwAABCHIt4HJRbogwIAQPyxtQ8KAADAjSKgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACME/FOsgCQTLp7LNU1nlFbe6dyMtM0yZ+t1BSH3WUBcY+AAgDXqaqhWeU7D6k50Bla53WlaVVxnorGea+wJ4Cr4RIPAFyHqoZmLd5aHxZOJKkl0KnFW+tV1dBsU2VAYiCgAMAAdfdYKt95SP39kFnvuvKdh9TdE3c/dQYYg4ACAANU13imz8zJ11mSmgOdqms8E7uigARDQAGAAWprv3w4uZ5xAPoioADAAOVkpkV0HIC+CCgAMECT/NnyutJ0uYeJHbr4NM8kf3YsywISCgEFAAYoNcWhVcV5ktQnpPS+XlWcRz8U4AYQUADgOhSN86py3kR5XOGXcTyuNFXOmxj1PijdPZZqjp/W2wc/V83x0zwxhIRDozYAuE5F47x6MM8T806yNIhDMnBYlhV3sTsYDMrlcikQCCgrK8vucgAgZnobxF36wd0biWIxewNcr4F8f3OJBwDiBA3ikEwIKAAQJ2gQh2RCQAGAOEGDOCQTAgoAxAkaxCGZEFAAIE7QIA7JhIACAHGCBnFIJgQUAIgjdjeIA2KFRm0AEGfsahAHxBIBBQDiUGqKQ/kjhtpdBhA1XOIBAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMaJy06ylmVJkoLBoM2VAACAa9X7vd37PX4lcRlQ2tvbJUm5ubk2VwIAAAaqvb1dLpfrimMc1rXEGMP09PTo1KlTyszMlMMR2R/HCgaDys3NVVNTk7KysiJ6bBNxvomN801snG/iS7RztixL7e3t8vl8Skm58l0mcTmDkpKSottuuy2q75GVlZUQfxmuFeeb2DjfxMb5Jr5EOuerzZz04iZZAABgHAIKAAAwDgHlEk6nU6tWrZLT6bS7lJjgfBMb55vYON/El4zn3Csub5IFAACJjRkUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0CRVFFRofvuu0+ZmZnKycnRrFmzdOTIEbvLipnnn39eDodDJSUldpcSVZ9//rnmzZunoUOHKj09XePHj9eHH35od1lR0d3drbKyMvn9fqWnp2vEiBFas2bNNf3+RTzYt2+fiouL5fP55HA4tGPHjrDtlmVp5cqV8nq9Sk9PV0FBgY4ePWpPsRFwpfM9f/68nnvuOY0fP14ZGRny+Xz68z//c506dcq+gm/Q1f58v+4v//Iv5XA49Itf/CJm9UXatZzv4cOH9d3vflcul0sZGRm677779Nlnn8W+2BgioEjau3evHn/8cb3//vvavXu3zp8/r+nTp+vcuXN2lxZ1H3zwgf7pn/5Jd911l92lRNUXX3yh+++/X4MHD9Z//Md/6NChQ/q7v/s73XzzzXaXFhXr169XZWWlfvnLX+rw4cNav369NmzYoBdffNHu0iLi3LlzmjBhgl566aV+t2/YsEEbN27Upk2bVFtbq4yMDBUWFqqzszPGlUbGlc73yy+/VH19vcrKylRfX69f/epXOnLkiL773e/aUGlkXO3Pt9f27dv1/vvvy+fzxaiy6Lja+R4/flxTp07VmDFjtGfPHv3mN79RWVmZ0tLSYlxpjFnoo62tzZJk7d271+5Soqq9vd0aNWqUtXv3bus73/mO9fTTT9tdUtQ899xz1tSpU+0uI2Yeeugh67HHHgtb9/DDD1tz5861qaLokWRt37499Lqnp8fyeDzWz3/+89C6s2fPWk6n03rjjTdsqDCyLj3f/tTV1VmSrBMnTsSmqCi63PmePHnSuvXWW62Ghgbr9ttvt/7+7/8+5rVFQ3/n+4Mf/MCaN2+ePQXZiBmUfgQCAUlSdna2zZVE1+OPP66HHnpIBQUFdpcSdf/+7/+ue++9V3/2Z3+mnJwc3XPPPfrnf/5nu8uKmilTpqi6ulqffPKJJOnjjz/W/v37NWPGDJsri77Gxka1tLSE/b12uVyaPHmyampqbKwsdgKBgBwOh2666Sa7S4mKnp4ezZ8/X8uWLdPYsWPtLieqenp69Otf/1rf/OY3VVhYqJycHE2ePPmKl70SBQHlEj09PSopKdH999+vcePG2V1O1Lz55puqr69XRUWF3aXExO9+9ztVVlZq1KhR2rVrlxYvXqynnnpKW7Zssbu0qFixYoXmzJmjMWPGaPDgwbrnnntUUlKiuXPn2l1a1LW0tEiS3G532Hq32x3alsg6Ozv13HPP6ZFHHkmYH5e71Pr16zVo0CA99dRTdpcSdW1tbero6NDzzz+voqIi/ed//qe+973v6eGHH9bevXvtLi+q4vLXjKPp8ccfV0NDg/bv3293KVHT1NSkp59+Wrt37078a5i/19PTo3vvvVc/+9nPJEn33HOPGhoatGnTJi1YsMDm6iLvrbfe0uuvv65t27Zp7NixOnjwoEpKSuTz+RLyfHHR+fPn9f3vf1+WZamystLucqLiwIED+od/+AfV19fL4XDYXU7U9fT0SJJmzpypJUuWSJLuvvtuvffee9q0aZO+853v2FleVDGD8jVPPPGE3nnnHb377ru67bbb7C4nag4cOKC2tjZNnDhRgwYN0qBBg7R3715t3LhRgwYNUnd3t90lRpzX61VeXl7YujvvvDNh74JftmxZaBZl/Pjxmj9/vpYsWZIUM2Yej0eS1NraGra+tbU1tC0R9YaTEydOaPfu3Qk7e/I///M/amtr07Bhw0KfXydOnNDSpUt1xx132F1exN1yyy0aNGhQUn1+9WIGRRcfSXzyySe1fft27dmzR36/3+6SomratGn67W9/G7Zu4cKFGjNmjJ577jmlpqbaVFn03H///X0eHf/kk090++2321RRdH355ZdKSQn/90dqamroX2OJzO/3y+PxqLq6WnfffbckKRgMqra2VosXL7a3uCjpDSdHjx7Vu+++q6FDh9pdUtTMnz+/z31zhYWFmj9/vhYuXGhTVdEzZMgQ3XfffUn1+dWLgKKLl3W2bdumt99+W5mZmaHr1C6XS+np6TZXF3mZmZl97q/JyMjQ0KFDE/a+myVLlmjKlCn62c9+pu9///uqq6vTyy+/rJdfftnu0qKiuLhY69at07BhwzR27Fh99NFHeuGFF/TYY4/ZXVpEdHR06NixY6HXjY2NOnjwoLKzszVs2DCVlJRo7dq1GjVqlPx+v8rKyuTz+TRr1iz7ir4BVzpfr9erP/3TP1V9fb3eeecddXd3hz7DsrOzNWTIELvKvm5X+/O9NIANHjxYHo9Ho0ePjnWpEXG18122bJl+8IMf6Nvf/rYeeOABVVVVaefOndqzZ499RceC3Y8RmUBSv8urr75qd2kxk+iPGVuWZe3cudMaN26c5XQ6rTFjxlgvv/yy3SVFTTAYtJ5++mlr2LBhVlpamjV8+HDrr//6r62uri67S4uId999t9//ZxcsWGBZ1sVHjcvKyiy32205nU5r2rRp1pEjR+wt+gZc6XwbGxsv+xn27rvv2l36dbnan++l4v0x42s531deecUaOXKklZaWZk2YMMHasWOHfQXHiMOyEqS1JAAASBjcJAsAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcf4f8oZ+dIyg2VgAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 一个简单的散点图\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.array([5,7,8,7,2,17,2,9,4,11,12,9,6])\n",
    "y = np.array([99,86,87,88,111,86,103,87,94,78,77,85,86])\n",
    "plt.scatter(x, y)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在同一个图形中进行两个绘图\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# scatter 1\n",
    "x = np.array([5,7,8,7,2,17,2,9,4,11,12,9,6])\n",
    "y = np.array([99,86,87,88,111,86,103,87,94,78,77,85,86])\n",
    "plt.scatter(x, y)\n",
    "\n",
    "# scatter 2\n",
    "x = np.array([2,2,8,1,15,8,12,9,7,3,11,4,7,14,12])\n",
    "y = np.array([100,105,84,105,90,99,90,95,94,100,79,112,91,80,85])\n",
    "plt.scatter(x, y)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 颜色\n",
    "* 使用 color 或者 c 参数来为每个散点图设置自己的颜色\n",
    "* 使用 c 参数，颜色数组作为每个点的值，为每个点设置特定的颜色"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置自定义颜色\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# scatter 1\n",
    "x = np.array([5,7,8,7,2,17,2,9,4,11,12,9,6])\n",
    "y = np.array([99,86,87,88,111,86,103,87,94,78,77,85,86])\n",
    "plt.scatter(x, y, color='r')\n",
    "\n",
    "# scatter 2\n",
    "x = np.array([2,2,8,1,15,8,12,9,7,3,11,4,7,14,12])\n",
    "y = np.array([100,105,84,105,90,99,90,95,94,100,79,112,91,80,85])\n",
    "plt.scatter(x, y, color='y')\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置自定义颜色\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "colors = ['r', 'b', 'g', 'y', 'c', 'm']\n",
    "# scatter 1\n",
    "x = np.array([5,7,8,7,2,17,2,9,4,11,12,9,6])\n",
    "y = np.array([99,86,87,88,111,86,103,87,94,78,77,85,86])\n",
    "x_color = [colors[i%6] for i in x]\n",
    "plt.scatter(x, y, c=x_color)\n",
    "\n",
    "# scatter 2\n",
    "x = np.array([2,2,8,1,15,8,12,9,7,3,11,4,7,14,12])\n",
    "y = np.array([100,105,84,105,90,99,90,95,94,100,79,112,91,80,85])\n",
    "x_color = [colors[i%6] for i in x]\n",
    "plt.scatter(x, y, c=x_color)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### ColorMap 色度图\n",
    "* Matplotlib 模块有许多可用的ColorMap\n",
    "* ColorMap 类似于颜色列表，其中每种颜色的值范围为 0 到 100\n",
    "* 这个 ColorMap 称为 \"viridis\" ，可以看到它的范围从 0（紫色）到 100（黄色）\n",
    "* 使用关键字参数 cmap和 colormap 的值指定 colormap ，在这种情况下，viridis是 Matplotlib 中可用的内置 colormap 之一\n",
    "* 此外，还必须创建一个具有值（从 0 到 100 ）的数组，散点图中的每个点对应一个值\n",
    "* 通过包含 plt.colorbar() 语句，可以在图形中包含 colormap"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建颜色数组,并在散点图中指定colormap\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "colors = [i * 10 % 100 for i in range(13)]\n",
    "\n",
    "x = np.array([5,7,8,7,2,17,2,9,4,11,12,9,6])\n",
    "y = np.array([99,86,87,88,111,86,103,87,94,78,77,85,86])\n",
    "plt.scatter(x, y, c=colors, cmap='viridis')\n",
    "plt.colorbar()\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 大小\n",
    "使用 s 参数更改这些点的大小"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "sizes = [i * 20 + 10 for i in range(13)]\n",
    "\n",
    "x = np.array([5,7,8,7,2,17,2,9,4,11,12,9,6])\n",
    "y = np.array([99,86,87,88,111,86,103,87,94,78,77,85,86])\n",
    "plt.scatter(x, y, s=sizes)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 透明度\n",
    "使用 alpha 参数调这些点的透明度"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "sizes = [i * 20 + 10 for i in range(13)]\n",
    "\n",
    "x = np.array([5,7,8,7,2,17,2,9,4,11,12,9,6])\n",
    "y = np.array([99,86,87,88,111,86,103,87,94,78,77,85,86])\n",
    "plt.scatter(x, y, s=sizes, alpha=0.9)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAGdCAYAAACciDANAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9d5hkV3Wv/e59QuXQOc10mBwUUUJCoCwkMuIa61rYBPsSfLk2xtf+DCYHY2SDMcGADb6ARbRNEEEB5RxRGE3O0z2dQ+Vw0v7+qJnRjKZ7pkN1d03PeZ+nENNd55xd1VVn//baa/2WUEopfHx8fHx8fHymQC72AHx8fHx8fHxqG18s+Pj4+Pj4+JwQXyz4+Pj4+Pj4nBBfLPj4+Pj4+PicEF8s+Pj4+Pj4+JwQXyz4+Pj4+Pj4nBBfLPj4+Pj4+PicEF8s+Pj4+Pj4+JwQfbEHMBs8z6O/v59YLIYQYrGH4+Pj4+NTwyilyGaztLe3I+X8rZFLpRKWZc35PKZpEgwGqzCi6nFKioX+/n6WL1++2MPw8fHx8TmF6O3tZdmyZfNy7lKpRGdnJyMjI3M+V2trK3v37q0pwXBKioVYLAZU/vDxeHyRR+Pj4+PjU8tkMhmWL19+ZO6YDyzLYmRkhEfvuYdoNDrr8+RyOS6+8kosy/LFwlw5vPUQj8d9seDj4+PjMy0WYts6Go0Sm4NYqFVOSbHg4+Pj4+NTkxSLoGlzO74G8cWCj4+Pj49PtSgWYS5JlDUqFmb8ih544AFe//rX097ejhCCn//858f8XinFxz72Mdra2giFQlx99dXs3LnzmOeMj49z0003EY/HSSaT/PEf/zG5XG5OL8THx8fHx2fRKRbn/qhBZiwW8vk8Z599Nl/72tcm/f3NN9/Ml7/8Zb7xjW/w+OOPE4lEePWrX02pVDrynJtuuonNmzfz29/+ll/96lc88MADvPvd7579q/Dx8fHx8fGZN2a8DXH99ddz/fXXT/o7pRRf+tKX+MhHPsIb3/hGAL73ve/R0tLCz3/+c2688Ua2bt3K7bffzpNPPsn5558PwFe+8hVe85rX8I//+I+0t7fP4eX4+Pj4LAwlr8Q+ax/7rf2MOqN4eAREgHajnS6ziw6jAyl83zulHPI8S8a7hyLb8MgjMDFoJi4uJyYuRRd1iz3M6lEswlwSKWs0slDVnIW9e/cyODjI1VdffeRniUSCiy66iEcffZQbb7yRRx99lGQyeUQoAFx99dVIKXn88cd585vfXM0h+fj4+FSVPquPe7L3cEf2DoadYUqqhKAyOSgUAkFURlkTWMP18eu5NHIpES2yyKNeeJRSpNWdTKifU1I78LDQiCLQgRw2B8mpxzHEd0lwJfXy9zFEw2IPe+74YuHkDA4OAtDS0nLMz1taWo78bnBwkObm5mMHoevU19cfec5LKZfLlMvlI//OZDLVHLaPj4/PSbGVzc/TP+cH4z9g2BkmrsVpNVoJidAxJXmucsl6WZ4tPsvTxafZGNzIexrew7nhcxdx9AuLUg7D3rcZUz9GAAbtaOJ4waSUg62GGeUWCt4m2uWHCQjfcK8WOSWqIT73uc/xyU9+crGH4ePjc5qSclLcPHwzD+YfJC7jbAxunLJmXxMaSS1JUktS9spsLW3lbwf+lrfVvY3/Wfc/l7xFvVKKEe87jKkfoNOIIRqnfK4QOibt6KqRgnqefu+zLJOfOeExNc9cIwM1Glmo6oZaa2srAENDQ8f8fGho6MjvWltbGR4ePub3juMwPj5+5Dkv5UMf+hDpdPrIo7e3t5rD9vHx8ZmSjJvhM0Of4b7cfXSZXSwzl017wg/IAGsDa9GFzr+N/xu3TNyCUmqeR7y45HicMfVjdBqmPelLYRJkLQX1PEPe1+d5hPNMoTD3Rw1SVbHQ09NDa2srd99995GfZTIZHn/8cS6++GIALr74YlKpFE8//fSR59xzzz14nsdFF1006XkDgcARt8aFcG1USpG386TKKXJ2bsl/uX18fCZHKcU3R7/Jo/lHWR1YTUTOPPdACEGb0UZcxvmP8f/gofxD8zDS2iHt3YGihCGaZnScFAYG7eTV45TV/nkanc9smfE2RC6XY9euXUf+vXfvXp599lnq6+vp7OzkAx/4AJ/5zGdYvXo1PT09fPSjH6W9vZ03velNAKxfv57rrruO//W//hff+MY3sG2b97///dx4442LWgkxXh7nkeFH2J7ezpbUFsbKY3jKQwhBwkiwPrmeNfE1XNx8Me1hv2LDx+d04MH8g9yRvYMOo4OgnJtPf6vRys7yTr499m02BjdSr9dXaZS1Q1ntI6eewKDl5E+eBJ16imwm491Hk/b2Ko9ugTjKJmBRjp8nZiwWnnrqKa644ooj//7gBz8IwNvf/na+853v8Nd//dfk83ne/e53k0qluPTSS7n99tuPaYjx/e9/n/e///1cddVVSCl5y1vewpe//OUqvJyZ01/o57/3/Tf3Dt7LSKnSLSyiR4joEQxp4CmP0fIot/Xdxq/5Nd/Z9R1e0fwKbui6gTWJNYsyZh8fn/nHVja3jN+Ch0edXp3Svh6zh22lbfwm8xveVv+2qpyzlsiqR3BJYdIxq+OFEGgqTpo7aVB/gBRGlUe4ABQK4HmzP36piIXLL7/8hGF5IQSf+tSn+NSnPjXlc+rr6/nBD34w00tXFU953H7wdr6z6zv05ftoDDSyNr4WTU7t6e0pj7HyGL/s/SWPDD/CH6z4A97c9WYCWmABR+7j47MQPF14mp3WTpYZ1WtprAudmBbj9sztvCX5FkIyVLVz1wK2GgHknJI4NaK4KoNHFsnSi76cqpwS1RDVxnItvrbta9x64FYMabAxuXFa5ilSSJqCTTQGGukv9vO1bV9jS2oLf3XmXxEz5tb6VClFOWPhlB2UB1IXmBEDI3QKKmsfnyXAo/lHsT2bsAxX9bxteht7rb08V3yOl0deXtVzLzYeOQRzaKIEgI7CxaM2V9gnpVSCueS5HWUTUEucdmLB8Ry+svUr/PzAz2kLtVEXmHl4UQhBR7iDpJHkroG7cJTD3571t0SM6Sc/uY7H0KYRxvekGd+TZmTLGIWxIp6nQCmEEEhDkuyM07S+nrruBE3r69GXSQ5YBzhQPkDaTeMoB13oJLQEXYEuusyu09IAxsenmiileKH0AlGt+q2GTWni4LDP2rfkxIIkhsKd41kcBBqSueWILBrFIrhzeA8sq3pjqSKnnVj4xYFfcGvvrbSH20mayTmdK2JEWBlbyQNDD9C+q53/ve5/nzT8Vhgrsu/BPnbctpexXSlcy0UIMCJGJZKgSRCVm5VreQxvGWX/cwfY072bHWduYXzNCDR7EFVHtkwUFRUbkAGiMsqZoTO5NnEtF0YuJCD9LRIfn5mSclOMOCNEZfXFAoCGxq7yrpM/8RTDFM2gPJTyELO0unbJYohmJHOL1i4a5fLcIgu+WFh89mT3cMvuW4jokTkLhcOE9TAtwRZ+2ftLLmq6iAsaL5j0eVbBZtNPtrPt1l3khgroIZ14ewQjPPU2gytctp73PA+veICRyDCe4xIcDhPsCxGNRGha00C0JYwQAqUURVUk5+a4P3s/D2YfpCfQw+83/D7Xxq/1Pep9fGZA3stjK3vexIIhDNJuel7OvZhExSvQuQWHcQxmbqyklIdLlkbxh6dmcuMS5rQRC0opvrvruwyXh9mY2FjVczcGGxlNj/LtHd/m3Ppz0eWxb+vgphGe/OZz9D8zTKg+SNP6eqR24sl7NDLMHet+w5bWFzBcnZZsK4ZngAGe9LDSNv1PD5JYHqdxbT16QCMswoRlmGajmZJXotfq5fP9n+fx3OO8u+ndtJltVX3dPj5LlaN7PcwXS1HAB8RyouJiUur2WYkFh3F06omJy+ZhdAuDOPSYy/G1yGkjFvbm9vLk6JO0h9rnxW61M9LJjswOnh57mouaKuZSnqd47gdbef6HWylnLBpWJ9EDJ3/Ldzfs5Gdn/YSxyCjN2RaCzrEZ01KTBBMBnLLLxJ4UhfESrWc2Em548XlBGWRlcCUZN8Md6TvYUdrB37T9DWeGz6zuC/fxWYLEtTgBEaCs5ifZzFIWjdrUk6ntORwsjDNSyuAoF01I4kaY5ZEGInpt7+Un5KvJuA9gq0EMMbkr72R4ysJmkDrxegKiehUoC40vFk5x7h+8n7SdZll4fj6EYT2M7dn8tv+3XNR0Ea7j8eS/Psemn2wnGDdpWl8/LZGyq3EH/3X2D8kFsiyb6ESewGRTD2hoZpBSuszBp4doO6eZaPOxmdtxLc7G0EZ2lHfwqf5P8dH2j3JW+Kw5v14fn6VMTIvRYXSws7yTJn1mToQnxAMsAXlBd6wbz1NIWbkvZO0iDw1v5ZGR7WzP9JOxi5Rc64g5nCl1onqIrkgjFzau5rKWDXSEa69LY4TzaBRvY0R9G5TEEM0nPcZTZUrsICJeRrN8zwKM0memnDZi4XdjvyOshee1iUudWcfz489Ttss89+/b2PSjbUSaw8es+E/EYGyAn531E3KBHO3pZUdCoSdCCEEwGaCcthh4dpj2l7UQaXxJJEJI1gbWsr20nc8NfI6bl93M8oDf2c3H50ScGTqTZ4vPog5VJ82KkkDfEkD26mh7TLTdBl5JsdGNMRzO85+xXxNfHWNnYoSnwvvZ3z6BCEhiRoh6M0pIM5FCoICya5NzSryQ6uXJsd38cN9DXNK0lv/ZfSnd0ZNPyAuFEIJGeRPKcxlTt+CoCUzakMSOex89ZWMziEuKiLiAdvk36KI6Blg+1eW0EAtZO0tvvnfOXggnI2pEGS+P8/B/PcmeHx0k3DR9oeAIhzvW/Yrx8BjLJ7qmJRQOIxAEEialtMXgs8Mse3kbgah57HOEYE1wDVuKW/jmyDf5RMcn0MVp8ef3mQXKdVHpNNg2lXIdA5FIIOSpuc/ulB2yA3mckgOAHtSJtUVOuC14aeRSfpr6KVkvS1ybWT8aOahhPBbGuC+M7NcRrkBJhYp4FLUcETNCXEswNDzBU1t2ULDKJA2NhvYGnIsN7HM1VOOx73VYDxDWAzQHE3hKMVbO8su+p3hidBd/uOJVvH7Z+RiyNr7TQkia5NsJqm7G1c8pqi149KKpCJVpx8WjiEJhinbq+R/Uy7egi8RiD33OSObWdKlWv2G18cmaZwYKA+SdPK2h6e+fzYaIHmFk9xib/ms7iWDiuBX+iXii61G2N2+jJdM2I6FwGIEgmDApTZQZ2TpOx3ktCHnseaSQdAe6eTD7ILelb+P1ydfP+Do+SxNVKuH87nd4e/fi7tiBu2MHKpd70bZW0xCxGNq6dWirV6OtXIl2zjkIozYz1pVSjO9OceCRfoZeGGVsTworZ6OcyusRusSMGtT3JGg5o5HOi9tpWF13zMp3Y3AjZ4XO4vHC46yX66cXXSgLzNsiBH4ZQ4xrqIiHu8yGQ9rdVQ6WV2JtcA1DVpYddj9Ou0fcCCEtgRxTGP9pEbhbUr5Gx3qVDsbx15VC0BSM0xiI0VsY40tbf82m1AH+74Y31ExOgxCCuLicmHoVRbaQ8e6hxA5ccggCGDQTE68kJi5BE/NTdeJTPU4LsVD2yrjKRRNzdRY7MdKVtN7WRXnEInHu9KMYeTPHwyvuJ2gHCbiz90UQCMyYQXYgT+pAhrru41V6VIsSlEF+NPYjroxd6Rs4neZ4/f3Y992HdfvteAcOVMxkDgkDgkHQtErNuOehUinsu+7CvvNO0HW0lSsxrr8e41WvQjZVcV9/Diil6H18gG2/3E3/74YoZyz0oIYZNQnXB5FGZd3mOR5Wzqb/d0MceKSf53+4jbZzmln3hpV0XlxJghZC8I76d7CtvI0hZ4hW48SLDbnHIHhLAv25ICrm4q62XrJMVGS9LA1aA1bJYEe2D0PqJPVDiwoTvDZRyWMYVQT/00Lf4lJ6s4m3bPL1phCCzkgjObvInf3PYXsuHz7jBsJ67firCCEJcwZh7YzFHorPHDgtxIJEzmq1PlPMxyLoW01Ca80Z7XFuaXmB8fA4Ham5J19quobUXUZ3ThBpDmNO4uPQbrSzu7ybR3OPcnXi6jlfcyEov/ACpSeeACB0ySWY69Yt8ohObVQ+T/mHP8S69VbU2BjEYsjubkTgBJNM/Ys+/apYxN2/H+ef/ony97+P+Xu/R+CGG058/DxTnCjxu++8wPbf7MEpu8RaIySWH79PfpjKVl0EpRSldJkDjx7k4FODrHp1D+e/6wzCDSHOCJ3B7yV+j2+Nf4uQDJHQJg+T688ECH2jDjmi43TaEHxpyaUi62YJiAD1ahk7c4OYUic0WV8ZKfCaBZQUxiYXOVim+Icm7rqpFztRI8SKaAv3Dr5A3AjxVxveOK/5WfOF5ymGhhz277dIp11sWyElGIaguVmns9MkmdRq+rX51RCnMAkzQUALUHbL89f0yQHtgRCe4RCKTn/7wcPjmWVPobs6mqpO5MOMGpQmymQP5mhYfXyykClNJJLb07dzVfyqmv7iAZSeeorxT38ad6TSFTT/q1/R8PGPEzj77EUe2amJ89xzlL7xDZznn0c2NiI3bJhxLoIIhdBWrEB5HmpggPK//Avuk08SfO970dYsfDfW4S2jPPAPTzK2fZxYR4xw/fRD8UIIQskgoWSQ4kSJLT/bydCmEV711xfQckYTf1D/Bww7w9yauRVb2TTqx5Y86s8ECH2tHpGVOKutSe72ioybQRc6q4317EmlEDC5UDiaoMDpkWi9ivB3LArvNHHXTn2PCOsBloUbuKP/WS5oWMUVrafGSr5Q8HjkkRxPPFFg69YS4+MOuZxXsb6nkjKjVEUwRKMara06Z5wR4tJLo5x9dghNq+3711LhtBALbaE2EkaCrJMlbs4sUWm66NuCcFDiNbpEjenvv41FRhmMD5AoJqs2FkGlr0S6N0vdisSkBlBNRhPbStsYdoZpMWbXe36hyP30p7jj4xhnVG5+9pYt5G691RcLM0QphfXTn1L+9rdRuRzamjUI0zz5gSdASIno6EDV1+M88QT53bsJvv/9mNdcU6VRn5zBTSPc++lHyQ7kaVzfgKbPPkUsVBckEDMZ25Xi7k88yuV/exHt57bwgeYPENEi/CL1C8acMbrNbgIygNxjEPpGHSIrcbvtlwgFhaUscl6eqIyyMbiR/kyenFOi3pzmPUII3OWg9SpC37Mo/GkAr2Pq15c0I4xZGb69627OTHbSGJyf+1016OuzuPvuDHfckaWvr2JxHItpRKOS1lYDXX/xzVRKYVmKXM5j/36LzZtL3HprirVrg1x/fYLLLosSi83vNvN0WaqRhVpNvKwqmtRYn1xP1s7O2zWMJ0N4tkcwHCAgp7+qGYkOUTKKhOzqtqo1wgblnE1uqDDp72NajJyb40D5QFWvOx942SwiGDyyjyxMs5J85zNtlFKUv/99Sl/7GkiJXLduzkLhaEQohNywAVUqUfrCF7B+9auqnftETOxLc//nHic7mKdpXf2chMJhpC5pXFtHfqTAA59/grHdKQxh8L6G9/Gptk+xKrCKvdZetmd2oL5roEYEbvfhiILCVhYFL8+EO4HlWSw3lnFJ5GJML8JgKUVUDzGjKUEI3OUCbcQj+DMLnBO7SnZHWtibG+auwefn8jbMG7at+OlPJ/izP+vlX/91jIkJl5UrA6xfH2LZMpNkUj9GKEAl+hMISBoadLq7A5xxRoiWFoOtW0t8/vODfPCDfTz5ZB41l54MVUJU4VGLnBaRBYBXNL+CuwbuwnItTK16N0kAkZHoWwNk4hnWhtcwk6j+SHQEBSc0X5oNFaMXRW6oQLz9+FWMIQxcXPZb+7mAyftZVAvlZfDcvSj3AMqr+OELEUZoyxFaF1I7cY148MILKT/7LE5/fyXRznUJnHfevI55qWH99KeU//3fEbEYsnV+qoKEEGjd3bgHDlRESTCIefX85cS4tstj//Isqf0ZmjY0HFf9MxeEEDSuqWN46xiP/8szXPt3r0QP6FwUuYizQ2fzWP4x7vzefRSe98gsS+N41pG8KF3omCLAMmMZHWYHSVmHELC7cADH84jps7jtCoHTLtFfcDEfdLCumLoKRROSqB7ktv5nePPyiwhotVOxsm9fmW98Y5RHHskTiUg2bgzOehs0GtVYvVrDsjx27Cjz0Y/284Y3JHnb2+qJx2sjyrCUOG3EwsXNF7M8vJyB4gBd0a6qnlsOGjg5F61Foy08s/4L2cDcm8koJSi7MWwnikKgSYugnkIzbEqp0pSmMgrFuDM+5+tPPiaF52zBLd+Na92H8lKgbI7oZqEADSFiSON89OC1SOMCxCTeD9G3vhWvUKBw550IKYnecAPRN795Xsa9FHGef57y//t/ldX/PAmFo9E6O3H37KH8L/+CtmoVWnf3vFxn66276X2sv7LVVkWhcBghBfUrkvQ9MciWn+/irN+vJNUGZZCXZc+n97cT2C02olFR8sooPDQ0wjJCRIaP6f1Qdm0GihME5zJxBwUqJAjc4WCfraHqp15gtIbq2J8b5unx3VzSVBvJwE89lefmm4c4eNCmp8ckEqlSjpYpWbcuyOiow/e/P862bSX+9m9baWmpHZG0FDhtxEJYD/Pmrjfz5S1fpuAUCOvhkx80TVS/wLYdOhLtMz6vrTlINfMbnVKQt1oYL6wmVVyB44VxPR0QCOGiyzIhbZBkaSut2TLhKbYubWXP+NonHZuXwi58D7f8G5SXRcgGhNYJHFslopQNKo1bvgvXuh/NvAQj8h6kdqy7pAwESL7nPSTe9S6Amq3tr0VUoUDpm99EZTLIBawgkT09eFu2UPrmNwl/6lNV/5sVJ0o8/6NtmBFj0oqfamGEdAJxk00/3sbKqzqJNFa+33vv76UwUqT5cETjJPNexi5S9mxixty2G70mgb7Pw3jOxbpiarEQ1Awc5bErO1gTYuHxx/P8/d8PMjHhsmFDcF7EXWOjTiwmeeqpPB//eD+f+EQ7ra0Lf6/wcxaWAG9Y/gYubLqQvbm9eMqryjmVUqT2ZQjrYVbHZ54FrnnajDvbWU6EfeNXs334BgYy5+O4ITRRJGSMEzLGCGhZlBKkrZXsTb+WRx+7muGR1uNbrCuq7uLoObspZ/4vTvHHICIIfSNCa0OIwHHRDSEMhGxEGhsQsg23fC/l9Adxyw9Pem5hGL5QmCHlH/0I97nnkCtWLGjVixAC2d2N8/DD85K/sO/BPrID+Um32KpNrC1CfrjAvgf6ALBLDjtu34sZNaa99ZFzSnhKzX27UQq8oMB81Dlp7oIhNLan++d2vSrw/PMFbr55kFTKZc2awLwIhcMEApJ160Js2lTis58dZGLCmbdrTcVSzVk4rcSCqZm8b+37WBZexo7MjjkLBqUU+3L7iI7H6Ui2E5hFLkTYjjCTwEK23Mb2kTcznDsTXZaImgMEjRSGVkIKFylcNGkR0LNEzSGC2jCZTD1PPfVKduzceKxgEBWTpmrhOXuwsp/Ec7Yh9LUI2TjtCUrIKELfgPLGsHKfn1Iw+Ewfb2gI6xe/QNTXL4r/gYhEIBzG+vGPq5qQ6rkeO27bix6QyCokNJ4MqUn0oM723+zFdTwGnh0mfSBDrG36hmY5u1S1ScBrEMiDCm33ie9fUT3Irtxg1RZGsyGddvnnfx5mZMRh9erjFwzzgWEIVq8O8LvfFfjWt0ZrIulxKXBaiQWAlfGV/H9n/n80B5vZlt6G5VmzOo/ruezK7sLUTM6NnUsiODtP86ZcE5VUxJN/oPPlFvaMvpqiXU/UHMDQCidNppTCJRYeRdMcdmw/i+07zkQpcJWLQNBpds5q3C9FeQWs3BfwnD0IbR1CzDwCIIREaKtQKo+V/xKe21uVsZ2u2PffjxodRbQsXmmsbG/HO3gQ+5FHqnbOdG+Wib1pIs3V20o8GZGWMOneDKn9GSb2pvEcNa1284exlVO9iTIgEK5C6z+xCNClhuU62J5bnevOEKUU3/veGFu3llm1avaJjLMhEJB0dBjccUeGBx9c2MopP7KwhDi34Vw+cc4nWJ9cz470DoaLw9NWn0opJsoTbE1vpS3UxofP+jDLIrN3XmzKtWA6Acp66YTPczyT/ROXU3YTRIwhhJiZWg6FCpiBErt3r2douIP8odrvLrM6yZ528Yd49rMIfRViDrbaQgiEtgLl9mPnv4lSCx9GXAqochnrttsgElnU5k/CMEDTsG+7rWorvNSBDFbexoxWt6rpRJhhA7vgkNqfYWzXRFUrL2aDAmTficWCOPTMmW5zVosnnijwq1+laWszMCbpbzHf1NXpeB5861tjjI8v3H3EFwtLjI11G/nCBV/gbSvfhqUsNqc305vvJe8cX6urlKLoFBkoDLA5tZm0neZ1y1/HP134T1zSfAm6qaG82X0hm3JNJItJssHMCZ83mHkZ2XIbYWNkRqWZwJFPXyhUwHMl27aezWAhR7vZTrvZPqtxH43nHsQt/eLQtsPcw92VCEM3rvUwnv3EnM93OuJu2oS3bx+ybWbVOfOBbGvD3bIFb9euqpwvtb/yXZnPve+XIg6VIk/sTTG6bRwzOrPImS60qobDVaiS6HgiHOWhSw1zETpRep7i+98fp1TyaGxcvDz6np4Au3aVuf32uVedne6cNtUQkxEzYrxv3ft4dceruW/gPu7sv5Ph4jBFt3jM8xSKoBYkYSS4sedGrmq/ivWJF7vQRdsiuE8NzmoMhmdybt8F3Lb+lyjUpD0sbDfEaH4jhlZAiumHFA/fmo5eBcXiadLpOrTB5fzv866sSoKjW74f5Y0h9A1zPtdhhIyiXAen9Fs085JpH6eUgnweZdugVGVlGwohZlPbfgrj7t0Lto0I1kAHwlgM1deHu3cv2urVcz5dMVXm+Gzd+UcIQW6kiFVw0MyZRc+ierC663sDRAHwFEwhmvJOiXWJlceUcC4UL7xQZOvWEh0dCxf9mQxdFyQSGvfcM3+GfC9FMLdVeK1GFk6vO+gUrIitYEVsBX+w4g84kD/Avtw+hkvDOJ6DLnXqA/V0RbroinZNauVcvyI5p3vXxoEzeWjFvWSCaRKl5HG/TxVXYLkxIsbMBInyFEKKY25sUno4okRp8CJeGX3l7Ad9+BpK4ZbvBhFFVPmmJLRmPPspPHd4SuMmlc3ibNmCt38/7u7duFu3ojKZSvdEACkRgQBy9Wr0tWuRnZ1oa9fWxIp7PnF37YJF3H44GnHI3N/dt68q53Mtd3G2AYTALTsopSa1UD8RUaOyZz/VgmCmKA5ZlbhMOTOVPYf1iY45X2s23H13lmLRqwkL5tZWne3bq18iPhVLtXTSFwtHEdSDrEmsYU1iZiWQya44QhO4totmzPzL0Vho4uyD5/HQyvuIlmPHNZTKWS2VVfIM8xSUpxCaQB5lneopF4xxouV1aHYjzFH4K28Y5Q0h5OwSPE+ISKC8PSh3HxwlFpRSeHv2YN97L/add+IND4PjVForRyIQCsHhEkulUKUSziOP4DzwQOW0yST6JZdgXnMN2jnnLLmog1IKd+tWRHT+ywqnTTCIt21bVU41l22/SVGKQKYfo5hCeDaeZmKH6rFiLXCML4hCD+qVSX+G148bIUypU3ZtglVwkBWH/2eK243lOWhCsCK68Mmt4+MO99+fo6GhNr5XpilrvlneqUBt/DVPceq64gRiJuWMRbhhdqYrV+y6mr0NuxmKD9CePjZhMl9uQ5PlGZ9TeRVTmRe1qiLjZqkP1pGw2zmQcmico4uacntRKoeQJ7Zsng1CGCjlotwDwIUAuDt2UP6P/8B5+mlUOo1IJpE9PSfvc3AokqA8DzU2hv3rX2P/9rdoa9cS+P3fR7/ssqVzQykUKtGVUHX7jcwFEQrhDQxU5VyhuiAzT9w5HumUiA5uId73FOHxfUindGjJLnD1IPmm1WSWnUe+eS1KM0FBtCWMGTEoTpw4IfmlBDWT1mCSA/mRqogFbFBxptyCGCym6Ag1cEHDqrlfa4bs3l0mlXJZsWLx2pW/lLq6hYuySea2DVEb8cDj8cVCFQg3hmg9q4n9Dx2cVCwopUAVQOXAy1OJHQpABxkFGSVcjnLN9uv48bnfZzw8Rn2h4dCxAscLIsXMsnkr2yKVldBh8l4eQ+qcEV7H8Lgka1Wh/loVQDmzKpU86alR2MLCYhNu0UH97EH44aOI8QKibRlaxwqkCM1o4hBSIpqaoKkJlc/jbttG4dOfxnj8cYJ//MfIxsaTn6TGUbYNnvdidKUWkBJse0rr8ZmQ7KrYkXquN+PtgMMEUwdofe6/CKQPAgI7XI8baa58lpSHZuWJDbxAbPAFinXdDJz1e4BOXVeCpnX17PrtvknP63lQLHl4h75aUkIwINE06AjX01cYw/FcdDk3kS6KCrtn8nN4yiNjF7ix+xWE9YWfsA8csHBdtSgVEFNRLWvp6eBvQ/hMiRCC1a/uZv9DB3HKzpH6a6XK4AygnMrqG+XAcWlOAoSB0OpZ09/B1eFruWP9bccIhtnguR5SlxjhyljyXg5PeZwROoNGvYFh7Cp9KAUIqjIJHMbFIq8NktX6KJsHkb2jhP6lhPlkFi+h4603QWQQ7EQngamWY9AyY8EiIhG0NWvwUinsW2/F3byZ4LvfjXHppVV5HT5HUcWExGRXHDNqYOVsgomZT4ah8X20/e4WzPw4pXg76qX9GoTEDcRwAzGEaxEe203bY/+PTOf/INkVJzdcYOft+4DKyxpPuYynPFJpj3TWw3bUkZcrBOgaxGOSRDxIxIyScTLUmRHmNC0opmxVfSA/Ske4nmvazpr9+efArl3lagR+qkootHAD8iMLPidk2YVtJLvjZAfyJLti4BzAc3aBVwAkyCCIMOIlHwWFC8pGOUPgDPHyrXFQl3LXukfojx+kJduKqeUo2vXTHosClKsIxAIgFWk3jYbOxtBGOs0uyq4ioAvqQlVQ2zJOJfHBAua2ilEoctpBxvXtWCqLUBB4wSXyxSxar8Bb2YIM6UhAKQ+Fja1GsRlBEzGCai0mbTMOUctkEhWN4u3dS/Gzn0X96Z9ivO51p+y2hDDNypLWXRwznknxPAhUx8EvvixGw8okQ1vGZiwWjMIYrc/+BKMwQTHZedLPitJMionlGEP7WBf6NbH4jdSvSKCkYP++EgdHYSLt4bgKKQWGXnEQPLw7oBTYjmJkzGNwxEWZTRSa8rjBIvWREHI270dJgSFw246fVrKHelC8fcXltIenf8+oJrt3lwmHFz+x8WhO1e9yLeGLhSphBHXWvW4lj/zzY9iZ7Wj6EAgNZOI4gXA0Aq3yPBGsCAcvw0VbJfHcy7l74zb6kgfQM3txxqefve85HkITeGGXCSdPUkuwPrSeFqOS7JQte8RMSVdy7n9+qXUiRLSyxTJbjwWlcEeHGNNeIBseQZQdQmmJtssl+E0LMVLE6zHBtkEFQDMQRgghA0gCKOXhqRwFfocjlhFSGxBiZvvCQtfRVq/G6+2l+JWvgOdhvvGNs3s9i00ohGxsxO3rW+yRHEEVCmhnn12Vc0kpWH19DwPPjeA6HtoMLJ/jvU8RyPRPSygcRglJzmyhnUGchx5gbMWr2ZkOUNiWphyLEQ4KDGPqMRwdjnecEHa6kbQ7QKlUpjFmEgzMLHCtjSnc5QJ35bHXLLk2+/LDXNN2Nte1nzPt81WbYlGxxHKGZ8RS3Yao1YjHKcna6wO0rd/B+J4cSkQQInZCofBSBBpCJhGYbDgA73zgYi7adzF6dC+WUaQgbTwxdZ5BpZLKo6SXKNeVULrHysAKLo5eckQoAIzmPTa2mMSDVfjziyRC60J5s2h1bdnInX1w10MMp+8mo/VijFoEJiRyAIL/biNGwVthVhK5nDIU05AbhcwAFFLgWAgh0UQcQZCy2keepytbQLNALl+O0HVKX/869r33zuoci40QAm3jRsjnF3soL2JZaGtm3mhtKrovXUasLUL24PStfKVdItH3NK4ZhRnkDNh5Gz0axGyM89xXf8FH/mGU3cFWwrpHIipmtDev64IWrYk6twnLsxicKDOR9qZv2OQqhKWwX67DUVVORddiV7afCxtW8xfrX4c2x5yIueA4qua2IRYSWYVHLVKr4zrlUO4oovg5XnbT0wSTAfLDszfDESIIMkY0P8Ebnl7Jn266jGVlHddupGgUyQVy5AI5CmaBglGgYBbIBXLkAzkKskBAD3BGfCOviF7KGaEzCcgXV9lF20MIePXq6mTKCyHQg9cA1vStmZVC7B9Ev/VheOgpBjsPkG9zCBRDaDIEQifwYxtx0MPrMRCaAVIHzQQ9ALpZie8W05AZgtw4eC5SmGgksNUweZ6ZtVW0XL4c5TiUvv51vP7F79o3G7SenkUxLpoM5XkgBFpXdazFAYKJAGfftAGrYGPlptffJTq0GTM/hh2qm/Z1PMfDczzqViTZWWom/dwOVqSep/mCdogGkdnCLEYvqLdaqXObQHOYKBUYmXDxplGOKUcUXoPEPudwXpRisJhid26Qi5vW8rGz/gdJc/oNruYDwxBHEjx9lg6+WKgCSimc7LfwrE00b2jnjDflKWUkpczs316BUamUcPrpHrd5y2iCtlQPPcNn0D2+guZsK4liklg5QaKYpCXTSkdvJ6v713FF/RWsi6wjrsWOUfhKKfZMOJzbbnLR8uo5+2nmKxGyHeUePPmTi2W0hzeh3/U0YiLL2MsUueUugWwA6VXeL+NeG+15B2+ZrAiE4xAV8aAHKnvz5WxFNFgFhNDQiGOrIUrsnvVrkj09uH19lP7t3yqT3SmGXLUKQiFUduGc66ZCTUwg4nHkypVVPe/a166g+9JlTOzL4Lkn/xsFMoOgPJQ2vRi5QlHOWoSbIxwoBNk7YhDWXVaKgxANU96wAmHbYM9GlErqym00W52YwiTj5BlMVdpYT0lRIUuK8vUGXhzSVp6tmT4c5fDHK6/iU2ffSH0gNouxVJdkUsOyakOoLgZLNbJwGu8sVQ+vdB+q8FuEvhwhDM54U5bcsMa226II4RCITX+y8VwoZzXsvMTOB3CtIDBAZzjIyjWr2JFMsqwYoflosxjAyloIKWg7p5lYcvKVxf6UQ31I470Xxgno1YsTClmHEf5DrNw/orwcQk5hBjSRRb/vGeTQBF4sTGGZItWdQS/qR4SC7HUxfmWhwkDIYErXmSMX10CX4NqV7YlgAhFKHNqS2ItBE7qYeaKXkBKtuxv73nvRL7wQ8/rrZ3yOxUTbsAFt3TrczZvRYos7gajhYYwrr0Rbvryq59V0yYXvO5t0X5bR7RM0rqs/Yb8I6RRR074VK0qpMmbMoBCL03vQJRKWaA7oTsVjwVrdiT4winFwGKchOQvvB0HYThJwwkwYw2TcNAOZLLGIjil1DKGjiUM74J5CG/DInu2x/+wU6XSBqBHkosbVvH3F5ZxZV72ozVxZvz7IM8/MJuIyf7juwomXpZqz4IuFOaKUg5f7IQqFlEkANAMu+pM0niPYeVeEiO0Qrj+xYLCLgtygQbbfxC5I1OFEdhEAbGCMcw96jL6sh70NMVqVTSSoIQ1JOWMhdUHLmU3E2o4XCp5S7J1wMKXg/S+Ps66p+n7tWuB6NOtx3PI9INYc11BKTGTR7n4aMZbGa0ygNMF41wie7hHIvzge4zYbMebirdJBBKb5xRGVCITnVLYmUMhQEpcJSuwhqupmZeIjYjEwDMq33ILxqldV3CFPEYSUmNdfT/HZZ1GOs2gulapYBE3DuPbaeTl/cnmcyz98Efd8+lFGt43TsCo5Zd8GJQ0EJxfuylOUMmXMsEFkZRPP7oGACeahCkvvcGRCk5TOXYvM5NAmMrh18Vl9zjRl0mgtI2w3kitmMAI5PMMi75ZwlYdQEOqTWI2KkddAYyTGaxtfxpWtZ7Iu3lFzmf7d3SZKVbeceq4UCqdedLDW8MXCHFHlp1H2LoR2rAe7HlBc8qcTmFGP7bdHKKY06jptXtoATnmQ7jWZ2GvilCSarjBCLkLjKONFD8gT1OO8dkcvd6/sYH9DHDPtkLBtYvWBilBoPXYyU0qRKnkczLh0xHXed1GcK1bMj6ufEDpm9INYXhbXfhK0nhcjDNkC2r2/Q4ymUU0JkJJyvEyxroRR0I945YtBF/1ZC9WogQzO3ENf6oADpQxCSGQwjKNGcEUOjdmtruWyZXi7d2M/+ijm1VfP6hyLhX7ppciODry+PrTu7kUZg9fXh7ZiBfr558/bNZrWNXDVJ17Bgzc/wfCWMaItYSJN4eOe5x7ey1dqykndKTnYBYdgXYCmM5p4bo/Csj3qEhKUh1CKsvli5MxLxihedCbhR5+fk2AACBtB7KxJoL+J887VsESZom2R350j0BVgw1+t58wLVtESSixKc6jp0tlpEgwKikVFOFwbYiGbXbgyYt9nwWdS3NIDKGUj5fE3J82AC9+Vpu2MMk//R4KRnSaxZodQfSXJ0C4KRraEKIzqSF0RTLiTx6CEBsoCr0jC0Xn9tgP8riHBc8ubGI2GKYQC6GjYBbdyXheylkfRVsQDkmtWhfiT8+MsS1T3zz1WdHlquEyq7CGA+mCQC5s+SkB+Cdd6EOWFEKId/YmtyOEUXmPiSHOjbFMR1/Aw8ocNcRz0J8uItMBbFaqUlM4GqR+JMAi9CU+3sBmctVg47Flg3347xlVXTbpSSqkUD6oHeUQ9wpgaQ0OjXbRzmbiMC8WFBMXidH6U8TiBm26i+I//iMrlFrxXhDcxAVISeMc7Tm7HPUcaV9dx/Rcu59lbtrD11t3kt4wRaQ4Tbgge+Zvlm9fQsOseNDtfqYg4gsIpu9hFB6lL6lclaVxTR/+oYmyiTDxa+cyGi+MUQ3X0t73smGu7rQ0ULjmL0GMvoI+lcBIxMGb3XYtHBamMx/CQzrKGAM6+Mt0r2rjsQxfRembTrM650KxaFaCjw2Rw0Ka7uzYsn9PphYss+GLB5ziU8lDl5xAyPuVzhIDOi0o0rbV49kcx9jwQYWS7jm4qsgMmVkbDjLnHRRxechYAHLuMXTJQSnG+43JZUuNArIEt/UXGHBexrg4jbGBocGaLyZktJq/sDrGqQa9qOHB/xuYXewrc11dkpOgeNUJoCetc0/kXvHn5eUS9HyJ2PIHcfRAvET0m/aBUV0I6IHAqkRNLoj+soaIGYq5lX1IHp4wopBCxII6YRVnn0adra8PdtAl361b0DS+24baUxS3eLfxG/YYhNYQudIIEUSi2qC3cpe6im25ulDdynbhuUUKyxvXX4zz+OPa99yI3bEAsUCdK5Tiogwcx3/xm9AVyxAzGA1z0vnPovLidbb/aQ9/jAwxvHkMakkDUpBRppi7WRXR0B1YshOd4uLaH8hSaqRHviJLsjBNprETf+vrLSAnaoY9jpDDG9lWvJjdJcya3pYHC5ecRfGY7+sFhlKHjRSNT9m6YCiEEuoT+bSmiyyU9ly/nwveeTXL51PeYWiMQkFx3XZyvfnUEz1MnzCNZCLJZl1CoVqfgUwdfLMwFdwi8iUrVwkkIJT0ufm+ada/Js/OuCE98s57ciIYe9LAKAmkotEM9nwSHXBg9cG2B5wDKQGo2kYYQdZ1JYi1RdFNjGTYvD3uMPrWbYLaOiz96Ps0dYUInMImZC8+NlPn7p1Lszzo0BiVrkwbaoZuB4ymGCi7f2VLiscFX8LF1a+h8/r0oLQ0Becjy2sXVFeVIEelIKv0xImh9GnJkDNVcpY+kZlZ8GSyJG8yglIsQsxQhsRiqtxd38+YjYqGsyvyD9w/c7t1OUiRZI9agi2PHXlZlDnKQL3hfYEyMcZO8acEFg9B1Au95D+6OHXi7dyNXrZr3MSil8HbtQq5aReCd71zQ1yyEoP3cFtrPbSHVm+HAw/2MbBtjZPsE5UyZgciZrBjcjihkkJE44cYQwWSAWEsEM/Zi9GN8wmUi7RI+5EUSLoxiG2H2dl825bW9RJTCK8/F3NVLYMse9PE0nq7hRULTizTYDlquQMJ2ycogTW86i6v+fO2MTKdqhcsui/KDH4wzNubQ1LS4PUoGBmzWrQtw330Lcz0/wdHnOJQ7XGmkJKbfcTG53EFzDRJJncZuC7sEhbSgnBW4lqikJ0BFNAgwAopQsyIYswjFXaJtbQh5bEhXapLGtUnGto7T9/3tdH7oZcdfuArsTtl87skUA3mHjfXGcVa1uhR0RHVawortEzZ3/PZB3jnhYrS/GqSDUllQNk4kjzJeQC+HEFqo0mm3P4ewFCpQpa+KECA1RLmEMkMoWUIwuwRFIQRIibtr15Gffcv7Frd7t9MpOomJybc4AiLAClYwqAb5jvoOLaqFa8Q1sxrDXNCWLyf4F39B8e/+Dm/PHuSKFfM2gSvPw9u5E9nUROiv/grZMPv+JnMluTxO8sYXm07lhgs4hStwvmPi3fFL9O44Wt3kngtjEx6OW+nFFSqOEy5O8OyZv89gy5knvqgmsdZ2YS9vwegdwtzTh5bKVay3hUAZOmhapbklgOsibKeyOtAkbl0Me8UytpfrOLO+4ZQUCgDt7SavelWUn/88TUODvmjRhVyu4l9xzTVxvvGNhbmmMCqPWR9fo1WnvliYEzYKNSOXxoHfhdl9Z5xYu0Wo/sWkG88FuyTwXECBkCB1hXG4G69yABcxxSdJ6pJ4Z5R9d/fR/vIWeq5aNunz5sJPduY4kJtcKByNLgUb4y6dW+5iKBBiuaYB2osVEnoKhIHEOKKixUGLyguv4k1FagjPQTkllDm3PUsRjeJu3YpSioMc5HZ1O02iaUqhcDStopVdahc/9n7M5eJyjHno0HkyjIsvhr/8S4pf/GJlMl+5EqFV1+VPOU7l3C0thD70IfQzzqjq+eeC1CTxtkoEUH34A+QTJcr33Y5y+pDNLQgjhOeEwKvcElMZj6BXoG5iBIFi04a38PwZvz99i+hwEGttF9aq5WgjE2jpHDKVRR9LI8pWZUIQoEJh7MYkXiKKm4ziNtVV8jx6bV7YMT2zqVrlbW9r4OmnC+zfb9HTs/C5C56n2LfP4rLLolx++QLm65jMtU1OTeKLhTmhHcrYn54UVAp2/CqBU5IkOo+9EUgNApGTnefEAa5AIkB+qMi2/9pN12XtyCquSg7mHB4ZKNMa1qbV/GZ16hk67IPsMjtpcRWm9uIxQlXGpY563+RuC1UN++ljOLSnY5fAYG7xvVgMNT6OGhri/ub7GVfjbBAbTn7cITroYDe7eVo9zcvFy+cwkNljXH45hEKUvvQl3C1b0Lq6EPHq7IV74+OogweRa9YQ+r//t6aEAsqDiRcgtRUyuxDpbUTOHCPUbOGN9OEVt1KpqDRxi2GciRCthkdAJhlPrmP76uvZ3XPF7ISsJnFbG3Bbj4qwKAWequQzTHHOaEQyMOSSSrskE7XVlGm6tLUZvOMdDXz+80NkMi7x+MK+jr4+m9ZWnfe8pxFdn539u8+L+GJhLsi6ig+CKk0r7jS+K8DIlhDR1tmsGBwQJpVZb2piHRHGd6QZenaUtvNPvD2ilMKyLFzXPeJNL4RASolpmsijkuEeGygxUXJZXz+9VXHXxLMEhUfWMxgpunREX/yo6baJdDU8zUVzDVAKOeZAoPohV6Vp4LrIsgVzqBoVwSDe2BjexAR3Nt5JVERnVL4WEiFsZfOQeoiXszhiAcC46CK0f/onSt/6Fvbdd8PwMHLZMkRwdhUbqlDA6+0Fw8D8vd8j8I53IKcI7S84VgaGHoa+2yC9FZxipbLIiCKMGFrXmcjlCm9sDHewH0oZ9HAJralIwzITJZroE+vJFTsrVifVQgjQTiw8ImFB/5DL4MipKxYArr02zuOPF7jjjgyrVwcIVn1BMDnj4w7Fosd73tNMV1eATGYBxUKQuUUWajRpwRcLc0DoHZUWzV4O5MnD0QNPR7BykljHLELiygat+aSrGyNi4JRd+h4ePE4seJ5HoVCgXC5TLBYpl8t4nof3EjtjIQSapmGaJqFQiEAgwOihqodptdRVirbMdiwjggJKL3FP06wARimEFc6BFQSXyspuHu4jSlNoBYlQpTmJBaQEz6Ns58iQITKL/IcgQUYYmcMgqoNsbSX04Q+jX3gh5R/8AG/fPvA8REsLIpk8acWEcl3UxARqeBgMA23tWgJ/9Efol1xSGyY8nlMRCLu/D4WDFSEfbgXj+O+oALS2CFpb55GfZXMezz+RoyUyxkXmf3NO7A52F8/nofQfknZbF+QlaFplS9Kya3QDe5pIKfizP2silXJ4/PECa9YECMzDouBoJiYchoZs3vrWOt7whsS8XmtS5roNUaN/cl8szAEhDISxFq/4AIKTt5Ae3R5AC3iz3JZXCDm9D74ZMRjZPH7EQc22bbLZLJlMhnK5fOTnmqahaRqGcWy04LCAKBaL5PN5hBCMjhk4jsR1K8eciIg1Tqw8RkmPVPZmX/LhFwhCmXqK8dThlzZvKKHQSzq41emRoJR3KE9ldpOip2rDSU5IiXnttRiXXYbzxBPYd9yB88wzeIODlTC5YSBCoSO+GMp1oVCoJOpJiUgkMK67DuOaa9Bf9rJFc4g8jlwvbP8mDD4IWhDiq0HOLEdEAR46KbuVnGohJDNsjNxLm7mDRzM3sqVwxQxso+dGjfQCmxN1dTof/nArn/nMIE89laenJ0AkMj/RkuFhm/FxlxtuqOM972la9LLNpUSNfMNPXWTwlXjF+1HKQoipjWecsiC9P4AZmU1UoQzCRGjTq7owYwa5wQKFsSIFlSedTuM4zqTbC5NxWEQcxvM8ItLFsjyy2RymaRAMBqc8T12xn6CTJ2vWoRyOyVc4TGyshYn2fXiag1RaJaowuyaRU6KEh1ACoxQEJzW3k3keSEnQiBEhwjgz926wsGgUjXMbR5URgQDGK1+JfumleH19eHv34h04gLN9O+rgQVS5DFIiTRPZ1YW2ejWysxNtxQpk28kF8oIycC9s+RoUByDaDcbsktqkrATwKk0gBUUvQX85Rr3Rx6vrv0J38HfcNfE+ymr+kuY8VyElmDNof13LNDUZfOITbfzDPwzx8MN5wmGX5cuNqkWiLMtjzx6LUEjwh39Yzzve0YBexf43MyKAH1nwOR4ZfAVCbwd3EPTOKZ9XSmnYRYEZnYXtqCqA3g7TyLwH0IMahfEiuzftxWzT0HWdYDA46y+mlJLzmwS/6PfIOIo4Fo7jEgwGMUzjuDW26RaRyibn6oQ0QVPo+FVEeKKRYC5BOZohmIujEhriYHXVgqs76FYA3QqAmNumsyqXEaaJSCS4UlzJv3v/XokwTPM9LasyAsHF4uI5jWO+EEKgLV9+pNnTKZfMfeBXsPVrlaqh5IZKOdEsCQUEugaOo45M1grJmN1JQObYELmXgCxw+/ifU/CSVXoBx5IvKsIhSXPjqZuv8FLq6nQ++cl2fvnLFLfcMs7mzSU6O01iMTnre5PnKUZGHEZGHDZsCPLudzdy/vnhxd0OW6Ji4dQs4q0hhIwgw29EeVmUV5ryecoVKCVmfg9TJRA6Uu+eXja2UpStMuVSiXKxTCAQwDDmruCXheHsOsGIJZBSQymPQiFPsVDA816Sk3Co/rPkQXtEJziJwpdKUn+wGyUUrm7jrgwgStUL0XuyIsoChRiVGrU5njubRdTVIdvauEJeQUIkZhRd6Kefbrq5UFw4t3H4HE/fHbD1q5X/H1sxJ6EAlXyBRExiO8fftctelBGrh5XBJ7iu/p8JiNycrjUVubyiuVFSn1xat2jDENxwQx1f+MIyLrssyvi4w+bNJQYG7Bl1hiyVPPbtK7NlSwnPU7ztbfV84QvLuOCCSG3kzSxB/MhCFdCiN6DKT+CVnwRjw6QfVqEphFAznLM8UEWEsRLkycPXSnkUC0VKpTJCCoLhqbcKZooQgtd2wNaMYn8BuiISocCyLDxPEQ6HjlzLERoFB2JhQVd86o9YYmgZ2YYhMs39mMuNQ7aVc/daUCg83cYsRDGLYSA35wlE5XLoL385Qkp6VA+Xicu41buVECHC4vi+IEczpsawsLhB3rBofSKWLGPPHBIKCqLVa9OcjGsMjkweBbRVkBG7i5XBJ7iy7t+4ffzPq57DkMt7bFwTWrITX09PgM9+tp0tW0rcfXeW++7Lsn17ZbFlGIJYTCMQEGiaQKlKi+lCwSOX83BdhWEIOjtNrrsuzmWXRWlvn9/eIzNirgmOtZHWdBy+WKgCQgTQ4u9FTfSinF2gH2+pG6pzMUIKpygJxKfzaVDgpUHWI4w1J59AlaJYKGLZNlgKPaQTrK/uF2hNXPDuVZJ/3eWxMwtNQUjqGo5jUygogqEwE5aimDd5nW5ybj3EzKlvokJJmvespxzNUlw9UWkBbCmYg4ujQuGaFpptEsomKz/0vIr981xwXbTVqyvjFoL3y/czoSZ4UD1ICy000HBcKaWjHAYZJE+et4q38nrx+rmNwedY7Bxs+2alRDKxtqqnrk9KNAmOA5PlbtoqxLjTzrrQA+wLn8vWwuVVu3bZqvRTOGfjKbcZNCOEEGzcGGLjxhA33VTPs88WOHDAZuvWInv2WBQKHp53yIxVQjKp8fKXR1i1KkBPT4BzzgktWCnmjAgeesyWGt2G8MVClZDmWvTEX+Gk/h5l7wBjJeKoXgGaqUj2lBn4XZjISTP5XPAyIJPIwLmH/BVOgFIUihWhoElJqeARXRbCOMGqfrac3yCIG5JfH1Q8n1LsLAFKQykXmcnTEg9x3ppV9OSSRGQROPGqO1CM0r71HA52P43TkkNLOdAyu4ldCQ/XsNEcg0iqEekeev2eC+HkrM4JlagCwSDaunVHfhYRET6qfZRvet/kHnUPW9QWokQJHFpS5MhhK5sW0cIfij/krfKtNd1W+JRk9/dhYhPEpyGmZ0hDnSQRl6QzHvHY5H+3khcnqo1zSfyH9JU3kHWnb/t+IgaHXTo7NF5+7tIWC0fT0KBz1VUvGoSVyx7ZrIdtVxI9DUOQTGp+dcMkuK7LJz7xCW655RYGBwdpb2/nHe94Bx/5yEeOLFqVUnz84x/n3/7t30ilUrziFa/g61//OqsPLYCmgy8WqogMXoRe9xGc1JdQ9jbQliG05JHfN6wp0fdY5MSRdlWoVD9ojUjzHJAnr+e3LAvLstBkJVHILTgk18XmLYS5Ji5YExf05hXPpRRZG1CSMDaXd4c5q6sb9rXCRB9ETt4bIJypZ9neCxi96H742TieFAhPn3Z5okKhNBdPc9GtAOF0PZptHv5l5c0OzD5z3RsYQNu4Ee2ss475eURE+KD2Qd6q3sr96n7u9e4lRQqJpIcertau5pXilSRFctbX9pmC8U2w/+cQbJ571GgSpBQsb9MZT1mHC2EmZcxeTltgJ5fEf8gdE38+5+u6riKb83jbDdHTulNiICDn3Y9h3pjrNsQMc+A///nP8/Wvf53vfve7bNy4kaeeeop3vvOdJBIJ/uzP/gyAm2++mS9/+ct897vfpaenh49+9KO8+tWvZsuWLQSnacjmi4UqIwPnYTT+E07226jCXXhuP0JrBNlIxwV5tv6sjnJGI5g4+hNRyU2olEgGEeYGhN4D4uR/Hs91KZXLSCEqngp5By2o0XTe/LvoLY8IlkdenNBt20PZWfKFGJG2jTC4bdrnCmWTtMQuJW3ejZUp49ZbCFdDutqUokEJhSddlOYiPEkwmyCYix+xkwbAsystq2cpFpTjgG1jXnfdlGZFy8QybhI3cZO8CU95CMSS3WuuGfpuAzsLkeXzdon2Vp39Bx3SWY9kfPK/vUIjbbewOvQYT2XfzJgzdUXUdNjX59C1TOfaV504IudTw8y1GmKGYuGRRx7hjW98I6997WsB6O7u5oc//CFPPPEEUIkqfOlLX+IjH/kIb3zjGwH43ve+R0tLCz//+c+58cYbp3WdU1S61TZCa0RP/DV6w98jI68DXJS9jXjHMzRv6CM/6KDcDHipSotrLwNCRxhrkcFLEMbqaQkFlKJYKuJ53pHkwuJQifiKKHUbquP5PxN0XcfzPEZHR3GXvww0vdKXYZoY9fWEm3sI7Q0TyEURgGtaOGYZxyjjGhauYeEYZRyz8m8BBHJxYmMthLLJY4UCgFWEUByCs3s/vP5+ZFsb+qWXTuv5Usy+DMxnmhQGYOghCDZVffvhaExDsH6ViaYJSuWpN5LzXpKQzLAm/PCcrpfOVPbo3/X7sSVVMnnaEajCA8hkMsc8yuXJLasvueQS7r77bnbs2AHAc889x0MPPcT1118PwN69exkcHOTqq68+ckwikeCiiy7i0UcfnfbL8iML84QQAhE4Dxk4D+UMouztKGc/6244wPCWIMVUiHCTgZBxhIwe6jMxs3Cqbds4toN2SChYaRuhSTpf24pYhL09IQSmaVIsFplIrqKxoQfS/dDQPe3jAxevwt03hn4AgvVJXLOMqzu4uoWSlcRQ4Uk0x0SzDXTbRHhT3FiVqpRM1i2f1aSiCgXI5zH/5E+QiUWwjfWZnMH7oTxW8VOYZ5oaJF0dOrv32+h6xX/heARFL8aG8L08nX0Dlpq5FXiprDhw0OG1V4W58hVz8SX3WSosX35s1OzjH/84n/jEJ4573t/8zd+QyWRYt24dmqbhui6f/exnuemmmwAYHBwEoKWl5ZjjWlpajvxuOvhiYQEQeitCr3jKL7sC1m57gRdu2UGwKYluzHIFcagJFFQmWc/xKAyWWHZtC80X1Vdr6DNGSommaWQKZeo3vBp531crCYZyeq9TX1aH+fIVlO/ZiowEMLzwSVpnnQCrAEYI4jP381dK4e3Zg/6KV2C+4Q2zHYFPtVEK+u8CPTLnctjpIIRg7UqDQlHRP+QQj8lJBUPGaabJ3MfywCZ2l2bWKKxUVuzca3PRuQH+99vjfhLfqc5ccxYO5b/39vYSP6orbCAw+Ul/8pOf8P3vf58f/OAHbNy4kWeffZYPfOADtLe38/a3v30OAzkWXywsAme8bQ2jWyYYfHqE+rVJNHPmgsF1XRy3YuHsOR6ZPXkSq6OsfOvyRQ+D67qOZVnkOy4i1vArGNsHTSunfXzgohU4e0Zw948i25Ozez2eC44FrStBn/k31+vtRTQ3E3zvexHGrOWKT7Upj0FxCMyFi/QYuuCcjZWoX/+QQyQsCJjHfiZdDAQeDUYfu6e/80Y649Hb73DROQE+/H/qTukOkz6HmGvOwiGxEI/HjxELU/FXf/VX/M3f/M2R3IMzzzyT/fv387nPfY63v/3ttLZWFktDQ0O0HWXRPjQ0xDnnnDPtYVVdmruuy0c/+lF6enoIhUKsXLmST3/600daIENl1faxj32MtrY2QqEQV199NTt37qz2UGqWQMzkFR85j5ZzGxnfnsLKzdyK2LKtillJySOzO098RZQz/s/qqnsrzIbD+RNp10Bd/M7KVkAxNe3jhakTumYjMhHGG8wc89mZFgooZSHaCI0rZnYsVJopWRbBd74TbcXMj/eZR3L7K/4K+vz1ZZgM0xCce4bJik4dy1Kksx4vMS7FQ6fZ2D2t87muYvd+m+Exl9dcGebjf1FHU4MvFHxmTqFQOM58T9O0I92Ee3p6aG1t5e677z7y+0wmw+OPP87FF0/ffr7qYuFwGcdXv/pVtm7dyuc//3luvvlmvvKVrxx5zuEyjm984xs8/vjjRCIRXv3qV1MqzUCSn+JEW8K88hMX0HVlB9m+HOn9WdRL7z5ToRRW2aY0VCZ/sEjjeXWc/ZdriC6rnb1OXdcpFovYPZfC+mtgvLey0p8mWnuS0OvPQYQDMxcMVqFSTte6vpJkOQO8wUFUJkPgHe/AeL1volRz5PZXWlDPQ7nkyTB0wZnrTM47K0g0LEmlPbJ5D/dQ9nrJi9Bi7kaewEfFshT7+xy27LRpbtD48PuTfOj9ST+isJTQqvCYAa9//ev57Gc/y69//Wv27dvHz372M774xS/y5je/GahspX3gAx/gM5/5DLfeeiubNm3ij/7oj2hvb+dNb3rTtK9T9W2IhSrjWApEmkK86hMXsPu2A2z63nbGtk6gh3TCzSGMsH5ckqJSCqfgkB3MkxvPE2oKsOqtnSy7pgXtBE6Ji4Gmadi2TdmyMF/xv2D8APQ9D63rpj2B6yuaCL3xHEq/fA6vP41siSEmzzB7EbtUmUzaNkBk+rkbyvPwenvBcQi8610Ebrpp0bdzfCahNMJiWtwJIWht0qiLB+kbdOjtd8jkPJQCLxggauYQ9gQWFXt2z1Xki4pcXpEvKISAzg6Nt90Q5dpXhf2qh6WIZG7L8Bke+5WvfIWPfvSj/Omf/inDw8O0t7fznve8h4997GNHnvPXf/3X5PN53v3ud5NKpbj00ku5/fbbp+2xAPMgFi655BL+9V//lR07drBmzZojZRxf/OIXgZOXcUwmFsrl8jFlI5lMptrDXjSkLln9+m46Lm7hwP397L7tAJkDOTLFQ6uTo++LAvSQTqg5QOtr6ui4tJlwS+1EE47m8ERrWRY0NMJ1fwu//iQMboHmNaBPb2VorGxGvOU8Sne8gNM3gUwEEbEpOmhaBXDtyvkbeqY9VpXL4e3bh2xtJfDOd2K89rW+UKhV3MnLxxaaQECwssuge5nO8JjL6IRHMaMjHJexsRLDhcr3V5MQDkmWtWlsXGNy9oYAF78scFobLvlUl1gsxpe+9CW+9KUvTfkcIQSf+tSn+NSnPjXr61RdLMxHGcfnPvc5PvnJT1Z7qDVFuDHEuresZPUbuknvy5LenyPTm8MpOihPYYR1YsuixDujONEyqVyKUKg2hcJhhBAvbi3VLYPXfRJu/yz0PQvxFog2Tes8+vJ6Ije9nNLDO7Gf3o83kEbWRxDBQ4mHyoNitlJx0boeGldOq1RSWRZefz8UixiXXUbgPe9B66peMyKfeUB58+qtMFM0TdDWrNPWDNgh7HyRz1yXpCArzqWGfigSkfT9N04bJDPeSjju+Bqk6mJhPso4PvShD/HBD37wyL8zmcxxNahLBc3QqF+dpH51csrn9PX1Va2b5HwipaRcLqOUqtwok+3wpr+HJ26B534Bue3Q2D2tagURMgldvRFjZTOl+7fj9qdgNIcIS4TpICL1FaEQPbFRj1IKlcmgBgZAKeTy5QTe+tZKNGGyjkE+tYVmVsonaxHlYRgaq1dGIHT69HXweQkLvA2xUFT97jgfZRyBQGDKGtPTkcNZrrWOEOL4xMRgDF75Xui6AB76JgzvrNz84y0QSp501aj3NBHpiOFu24W96SD2gSKeEwOtDoaziIJChEIvmvkrhSqXK82gCoXKuMJh9AsvxLzuOvSLL0aEfWvdUwYjDtPsGbLguGWQ5oJXavj4LARVFwszKeM4LA4Ol3G8733vq/ZwliRHVuqnCMeNVwjoOh/az4B9T8Dm26HvGUgPVH5vhiu9HKQGiEro2SlBKQeug5ASfU0n+hv+hEBiI07fBO6BA3hbt+Lt24dKpyttqZXiUMs6tO5utPXr0VasQFuzBrl27Sn1Hvoc4nAvCOUtiCkTQNlzKTgOziHhqwtBzDDQX3p9JweJ9WDM3MHRZwnhRxamx+Eyjs7OTjZu3MgzzzzDF7/4Rd71rncBx5ZxrF69+kgHrJmWcZzOTLpir2GmnJSNIKx+Fax6JYzshsGtMHrov5mhQ6WWCpAVJ8aVZ1eSFxt7YPnLIBBBAubGF0+pikW88XFwnIpgMAxENIpIJHxxsBSIdlUmYycPRmzeLqOUImVb9JcKHCwWsDwP79B3TgpBRNNZHo7QFgwTObx95RYXxIK6lvBcj+JYGddykYYkVB9EM2p0tlsoZlH+eNzxNUjVxcJClXGczpxKk960xioENK+qPKASESjnwSmDciv71IEIaCd3UhShEFpHxxxH7VOzRDoqWxF2dt7EQs6x2ZxOMWaVsDyPoKYR0fQjO2SegoLr8EJ6gl25DO3BMOtjCQwlKmJmiVOcKNP70CCDT48yuj2FlbVRrgIpMCM6DWsTtJzTSOerWok01XYS9rywRCMLQp1KS9RDZDIZEokE6XR6WnaYS42hoSFSqVTNi6tyuUwoFFqyyag+i8Smf4T9P4e6jSd96kxJ2RbPTIyRti2iuoF5gkRiBZRcl6Lr0KNbrA8HMC/9JkTn1qa6VrHyNlt/soedvz5AfqiIkAIzZmBEdIQmUC7YBQcrZ+PZHuHGICuu6eCMm1YRTC5uztlCzBlHrvHIO4hHZ28alslZJC75Ts3Nb3769ylIIBCoZPXXeO6C53k1X97pcwrSfhX03V6xfTaql0yYc2yemRgjY9skTRN5kkRKAYQ0DUNKVKGX+0KXcmmwnaWYLjuyZYInv7KZ4U3jBJMm9WsSSP14IRVMViZJz1UURops+v4uBn43ynnv20D7+dMrlT7lWaLbEDUa8PA5EaZp1nzewuGxmebi96rwWWLUnw3JdVAYqNoplVJsTqdI2xZJ0zipUDiakLIwNZP/Vqv5Se+eqo2pVhh4eoT7P/YUIy+MU7cqTqwjMqlQOBqpCaKtYRrWJZnYleHBT/2Offf1L9CIFxlZhUcN4kcWqoVnQ6EX8r3gFiqWw1IHPVbJ4A51VP5dBUzTPFJhUqt+C4fH5ouF2qPsKA6kHQZyDmVH4XigSwjogtaoRmdCJ3iSyWBRERKWvQbGnwenCPrco1cp22LUKhHVDcQMSzPr7WGGg8sZiG7g9qGD/I/lPUT1pdGpdHxXmof//jkKo2Ua1s+8A6xmSOrXJkjtyfL4FzcRTAZoPadhnkbrM5/4YmEu2BkYeRiGH4LsTrDT4BQOlYELjng161EwEhBfB82vgsaXgz77YKWu64RCIXK5HHqNGgk5juP7Y9QISim2jNg8cbDMlhGLvSmbbFlRsA/5dQhxxOgoZEhipqCnzmBDk8GFHUE2Nhm1t93VfhX03wUjT0Jy/ZxdHfuLBWzPIzbDST7ipHGFziP1r6UxFGNnLsMjo8Nc23rqJ9k6ZZen/2ULuYECjbMQCocRQpBcEWN8W5qnv76Fq//xIgKxJbyIWKIJjrU509Q6xQE4+EsYvKvy/4VWydAONECk89j6b+VWyrzsHAzdC0P3QHg5tF0HHa+FwPSbHR1NIpEgl8vVZHRBKYXnecTj8dqbZE4j8pbHI70lbt9V4IVhm5zlEdQFUVPQGJaEDQ151N9HKUXeVuQsxTMDZR7tLfGjF/JsbDa4bmWYV3QGidZKwzItAOveC5ldUOivVEnMkrLrcrBUIKjNbLNYKoeEM8ZTySvZE96IIQSaENw22Mc1Le2n/Gd/128O0P/kCMkVseOa2s0UIQTJlTFGXphg23/v5ex3rK3SKGsQ3+7ZB+XBwJ2w5zuVLQczCbHVIE+wGjksJIw40A6uBaVB2PV1GLoLVv4JNF0645VROBwmEAhgWVbNrd4dx0HXdWKx+auD95kapRQPHijx7d9l2ZuykULQFtXoSmgnnMCEqAiJSiK3hlKKrKV4ZsDiqf4y3QmDd50b4/LuKRp5LTSJNbDiRtj2dbDjsy6lzLsOlucRmUk7c6VotvoYCnTyWP31R76/9WaAvfksRdclXKNRv+ng2h47f3UALahhhKrzOjRTI5A02X17H+ve0rO0owtLkFP307zQlMdgx1dh6L6KOEhsmJ2DnGZWog+eA7m9sOmT0H49rHrPjDK7pZTE43GGh4drqipCKYXjONTV1dXsFslSZqzg8u/PZrljVwFPwco6A1Obffg4HhDEAxLLVRzIOHzmgQmeOBjmj18WozFcA2nb3W+B7B7ouw1iPaDP3D3RURXDJTnd79AhoZDT67i76a0UtRdFii4EBc+l4DqntFgYeHqE1J4sseXVdaOMtISY2JWm75EhVr56iZZUL9FtiBodVo1RHITnPw4Dd0CoFaI9c7ealTrEV4NZB70/hc2fBSs1o1MkEgmCweAx7bsXG8uyMAyDurq6xR7KacczA2X+4o4xfrY1T31Qsrp+9kLhpZiaYFWdQWNYcuv2PB+4fZSn+mvgc6cFYONfQNuVkN1bMWuaJYppVBcpRYvVS1GLckfTH3AwtOol5wCBmL7wqFHGtqdxba9qUYXDaIYEJRjdmqrqeWsKrQqPGsQXCyejNAovfBomnoHY2kPbCVUkUA/RFTD8AGz++xnd7DRNo6mpCSkljuNUd1yzwHVdlFI0NDT4VRALzCO9JT71wAT7UzbrGw3qQvNzx0kGNdY1GvQdijI8uL84L9eZEUYEzv4QLLu+Uo2U75tRZ0pDSKQQeCc5xPRKtJf3kdHr+XXLO9gXOd4UyvY8DCEIzzD/odYY255Cm6f8FCOsMbJloqZLv32OxxcLJ8KzYdsXK0IhvqayhTAf6GGIroSRB2DHv8zoRhcOh0kkEti2vajdKJVSWJZFNBolkUgs2jhOR544WOLmh1OkSx5rGwz0OSajnQxdCtbUG+Qsj5sfSfNob2lerze9QYXhrP8PNvxZZZswtaVSmTQNorpBSGqU3CkEt1LUWUPU20PsjJzNz9rfR2948gS9cavMWcl6gjPJf6hBsn159CpHFQ6jh3WKo2U8e/HuV/OJJ+b+qEV8sXAiDv4aRh6qrPzlPK+U9VClSmLwThi+f9qHCSFoaGggFApRLpcXRa0rpSiXywQCAZqammomf+J0YMeYxc0Pp0mXPVbV6Qv23gshWJHUyVse//BIiq0j1oJc94RIA3p+Dy78AjRfArkDkN4OVvqEAtyQkuXhCNZLxLZUDnX2MO3lvdgywN1Nb+XWtj9hzGyb9Dwl10ETgmtbTv2ySc9R89bUUwiB8hSes0QjC0vUlKlGh1UD5PbB3u9VEqZmkTQ1K8xk5b+7/72y/TFNNE2jra2NYDBIqVRaUMFwWCjouk5ra6u//bCAlB3F15/MMJhzWL2AQuEwQghW1emM5F3+5akMxVpZKcZXwvmfhXM+Co3nQ3kCUpsr4qE8UYkYvoS2UJiAkCgnR9weo7l8gJZyHyUZ5uH61/GTjj/n2cRleGLq1XZ/sUhPJMb59Y3z+eoWBD2kzdtk7rkeUpfzts2x2Cgx90ctcmrHyuaT/T+G0hAkqt+s5oREuiGzDfp+Aav+eNqHmaZJW1sbAwMDlEolAoHAvPsveJ5HuVzGNE1aW1v9PhALzH9vzfFkf5mViyAUDiOEYEWdwTMDZf5zS44/OrtGGt9IAzqurpg3pbdB/z0w+gSUxqA0XPE/OYqYgjPI028pbDPOYHgj26MvY3fkTMrayQ3UUlYZy3N5Q3snpjy18xUA6lcnGN+Znpdz2zmH+nMn7y3hU7v4YmEyCv0VZ8Zgy5yd4WaM1CsRhsHfQtdbZ1Q7HggE6OjoYHBwkHw+j6ZpGMb8uO85joNt2wSDQVpbW2u+A+ZSY/uoxQ9fyFMXlItuzRzUBfUhyU82FzivLcjG5hqKLglRcXhMrgf1p1Aagdz+SiKknQNlV7xQpEG90cD3+rP8NifpijdOO+8gZZU5WCzwlmXdvL59aZQD1q2MozzmpSzbKTs0rk9W9Zy1hJKVx1yOr0V8sTAZw/eDNVbxUlgMgi2Q3VURLO3XzehQwzDo6OhgYmKCiYmJqkcZPM/DsiyklNTX19PQ0IB2imd+n4r899Y84wWXjU210YOgNaKxecTmv7bk2Ng8O1fSeUcICDVXHk0XHPfrCPDuliIT2zbx6NgwdaZJSyCEPsV3p+S6DJQKlF2XGzq6ed/KdWjztdG/wLSe04AZMyinLIJ11TN9s/I2ekCn5eyl2x9irlsJ/jbEqYLyKkmGenTuXgqzRRqVaw/dM2OxABXDpoaGBiKRCCMjIxQKlaxwXdfRtBO7+E3GYftm27ZRShEMBmlqaiIcDvvJjItAX8bh0d4yrdGZ/y3nC3HIJfKJg2X2p2y6krUhYmZKUyDEJzaeyw8O7OG3gwfZkc1gSEGdGUAXElBYnseYVUYKQU84yhs6OnlDe+eSEQoAdavitJ7bQO+Dg1URC45yGPAGGNg/THZ1inu6/ptX5F/BlYEr6dF7qjBin/nGFwsvpTRU2dM8nGy4WBjJSnRhDl31gsEgy5YtI5/Pk8lkyOfz2LaNlBIp5RHh8NIJRymFUgrXdfE8D8/z0DTtSJlmNBqtuX4UpxP37ysyXnLZ0FhbE3J9SLJ5xOa+fUXefk5tjW0mRHWDd69Yy43Le3hodIjbBvs4UMhTcm0EleqJy5tauba1gwvqmggswciaEIJ1N/Qw+PQohdES4cbZbzMWVIHfWb8jk8oSUCGGXrefMQb49/y/84vSL3hv5L28JviaKo5+kVmiDo6+WHgp+QOVvcxg6+KOw4hWREuht+LxMEuEEESjUaLRKOVymWw2S7FYxLKsI5GCyaonDguKYDBIKBQiGo0SDNZIT4DTmJLjccfuIjFT1pxLYMUeWnLH7iK/tzFK2KjRu940iRsmr2lbzvWty8g5DoVDpZFhTSc0iwjdqUbbeY2sfn0Xm3+4GzNqoAdnLopc5fKM9Qzj5XEa+1spX5sheplJVHahlOKAd4Cv5r5Ko2zkQvPCeXgVC4+/DXG6UDgAeJVEw8VEC4NbhPz+OYmFozm6ZfTh3APLso44Lx5OZtI0DdM0MU3Tz0eoMfZOOAxkHVqjtfl3aQpLDmZd9kw4nFFLiY5zQAhBzDCIGadutGQ2CCE46+2rSe3L0vfoMPWrYujBmd0Xh70hJkopGve24pxRIv+O0SMrZyEEnbKTbe42fl78ORcYFyx5AXYq44uFl2JnmI5F/LwjBCDAmb3X/Yk4HDXwqxhOLfanHUqOIqTX5k01qAvKrmJ/aumIhdOZQMzk0g+fw8N/9yx9jw0TbgwSbp5+hLF/ZIhIfxznrBKZvxzAazjWJVMIQats5Vn7WfrcPpbrp341iRJzrIaoza92re6OLCKeQ22ohUN4i9/zwad22JeqGArV6gpMCIHgxXH6nPqE6oO86pPncfY71uBaLqNbUhRGiqgpmmkopSiOlRjdMoGVsRl900HSHz2I1zb5ZyIswpRUiZRKzeOrWDgOl07O5VGL+JGFlyK0hfdWOBGiNsPNPovDtlGbYI1GFQ4T0gVbRnyxsJQwIwbn/sk6Oi5qZuev9tP7yDBj21KgQJoSoQmUB17ZRQGBhEn3VR1su+wp9m/cwhpj6q1US1kYwiAo/ChnLeOLhZei1YgLoVKAqp3x+NQEI3mXQI2LhaAuGCm482Lo47O4NJ9ZT/OZ9WT78wy/MEF6X5bUvhxuyUEakkR3jGR3jMb1SZLdMSaKvTyYuwdXuWhTLHyGvCHW6Gvo0ZZGCaWf4Hi6EDm0Z6a8xfNZAPDKleZV4WWLNwafmkIpRdlVzHNTyTkjhcD1FK6C+dQ1Silsr/IQAgwpMPyS3gUh1h4h1n7ynjmvCryKnxR/wi53F2u0NceJx3FvHBeX1wZfi36CvhunFH7p5GlCuLPSOMrJz8hquerYuYoxVKRr8cbgU5PUuFaYtwGmLIft6SL78yV250psTRXIOS6Ht841IWgKGmxMhOmOBuiKBlkXD2FqNXr3PQ2ol/X8ZfQv+Vz2c2x2NtMoG4mKKA4OQ94QAsGbQ2/m+uD1iz3UquHbPZ8uhDsqhkh2ZnHFgpOB6CowE4s3Bp9FQaXTqFQKHAd0HVFXh4jHEUJgaoJyjbf29ZTC1CRaFUSDUortmSL3Dqa5ezDFSMnGVQopBFFdI6AJtEOrVVcp9uZKbE4VgMoYuiIBru+o57LmOM0hvzpjMTjPPI/PJz7PL4u/5AHrAcbUGBoa5xjn8Jrga7gqcNWUWxQ+tYMvFl6KNKD5VbDv+xBqX5xkR+WBU4Dmyxb+2j4LjiqXcZ98EveZZ/A2b0YNDKDKZfA8kBIRDCLa25EbN5IMvooRvUZ7Lxyi7CjaYnLO+QovTOT5j73DPDeeJ2u71Ad0VsaC09pqUEpRdD36Chb/vPUgt+wZ5orWBDf1NNMUPL38EmqBlfpKPhD7AO/03smEN4EpTFplK3IJWWQfxhOVx1yOr0V8sTAZLVdUWkTbmcVZ2ZdHIdAALZcv/LV9FgyVz+P8+tc4t92Gt3cvynEQkQgiGkVEoyBlRTAUi3i7duE+/zyrusZ4tvNVeG1hRGcnogZNswo2rJ+DFXXBcfnP/aP85/5R0pZLe9ikMxKYkfgQQhDWNXqiGp5SjJRsfrJvlKfGcvzxqhYub0n4yZeLQEImSMilHS31xcLpRHwd1J0Fo48tvFhQqmLzvOxNEFpky2mfecN97jmsb3wDb9MmiEQQXV3IqQyyolFEUxMA3UJAuYyzaTeyvx9twwZEXd0CjvzEqENVPCvqZicWdmaK/PPWfp6dyNEQMFifCM15UpdC0BIyaQwY7MuX+MymXp4YzfK+NW3ETf8W6OMzHfxvymQIAZ1vhYnnD63yGxfu2sX+SlRh2RsX7po+C4ZSCvtHP8L5j//Ay+WQq1YhAtPv6teplQgEDCxZR2BsDPfxx5Fr1yJ6emoi8dFywdAEXYmZ31qeG8/xuRf66CuUWRkLEaxyYqImBStjIVKWwy96xxkpOfzNGcto9LclfKqIe+gxl+NrkaW3YVQt6s+HjtdBcRC8BTKYcYpgp6Dzxqr1g/CpHZRS2N/9Lva//itK15Hr1s1IKAD0uCkavQJjRgxRl0ShcDdvxtu1qyZ8R0cLLo1hbcaRhU0TeT6zqZeBosX6RLjqQuFokqbO6niIR0cyfGZTLxNl3yXVp3oo8eJWxGweteqz4IuFqRACVrwdEushu7OSdDifeA7kdkP9hdD5lvm9ls+i4PziF9jf+x4kk8i2thmF121bMjYRYPhAiEs37Se6uUhkc4lor05oUKA9sRW1Z9/8DX4aKKUYL3lcvSJELDD9W8v+XInPvdDHcMlmbTy0IN00g5pkdTzEE6NZPr+5l7I7z99vH59THH8b4kQYcVj3Qdj0CcjsqKz25yN7V7mQ3Q6x1bDuA6DNbLXpU/t4e/Zgf/e7EAggm5undUyhqHFwIErfYIRszsS2JY4jCYoyK/QxNBT6IRHrCRf15LM4G8Ypv6yN8vpGVHhhw+upkkciILmie/quo7bn8S87BtifK7EhGV7QpMOAJlkZC/LwcJb/3j/KH6yY3t/Fx+dE+AmOpyuJDbDhQ7D5c5A5NKFXs321W4bsLoitgI1/C5HO6p3bpyZQto31jW+gRkYQGzac9Pmj40H290XpG4hSLOnomodpeIRDNrqmQMCAGWNARkl6ZVAKYUtk3iLw/EGCu9K49SFK5zRTPLcFt/nkTnvVYCDn8cquIKvqp//9+GXfOI+OZOmJBRckovBSwrpG0tT40f5RzmuIsjYRXvAx+CwtXFF5zOX4WsTfhpgO9efCmR+H2CrIbIPy2NzPqRQUhypCoe5sOPNTEF899/P61BzuY4/hPvlkJQnxBBOiZUs2ba3nwcfa2LU3CQoakiWScYtwyMHQK7bGAuh20hh4lIQOQqBMiZswsUIOVr2GKDtE7t5P3b89R/iRPnDmN8w+UnCJmIIb1kemHR3YlyvxH3uGiegaEX3xSkDbQibjZZtv7Bj0tyN8fKbAFwvTJbkRXvZF6Py9iv9CehvY2ZmfRymwUpDZCp4FK98J594M0e5qj9inBlBK4dx5J8rzEOGpV63DoyEeeKydzTvq0TRFfbJEJOxM6QnW4BXpdtKUhI53uA5CSkBBqYTbEMLujCEcl9itu0je8gL6YK76LxCwXMVQzuWNa8Oc1zZ9l8Rf9I4zVLJZHl5cZ0UhBCuiQZ4Zz/HoSGZRx+Jz6jOX5Ma5bmHMJ/42xEwwk7D2z6HhQtj/o8qEnz8AgXowEpUOkZPd3ZUHbgGsNFgToMeg8WLovqkSVfBZsqh9+/CefvqEeQr7emM8u7kRy5LUxcto2vTqGla4E4zKECkZJOGVKz/UdFSxgHASoOu4jWG8skNg6yj6UIHM/1iLtbJ6vgxKKfakHDY0mbztrNi0owqjJZv7hlI0BYyaMEcK6RoKuL1/gst8wyafObBUSyd9sTBThICmS6Dx5ZB6AYbuhpGHoDQIbqkSORCCSrBYHWo1LUAPVwRFz2uh5UqIrVkcK2mfBcXbsQOVzSKWTd49dM/+OM9ubgQFdYnyjD4ShvJY54zxO6OVnDSJehZoEiwHZVkIvfL1VgEde3kc42CO+I+2knnrOqzV1bGM3p92iJmS954fn1EFxAPDaYZLNutrKEegNWTy7ESendkSa+J+a3if2eEnOPoci5AVl8e6s2DVeyoRhsKByn+dfGWLQQtUogiRzkr3yPByv9LhNMPdu7eSgDiJCjhwMMpzmxsQKGKx2Xl5NHhFNjqjbDKayEmD6GFPEPsl5xMCuyOK3p8n/t/bSf/PDdhds3cnVUrRm3ERQvBnF8U5r336n2tPKW4/OEFIk0eaQNUCCUOjr1Dm/qG0LxZ8fF6CLxaqgR6GxLrKw8fnKLwdO2ASG+dszuC5LY14niARt+Z0jXY3iwdsMZrISpMoFsKa5JxC4LRHMPpyxH65i4l3nTWr8kpPKfalHAxN8P4LEly7cmbRgcGixcGCRUOgtpwThRCENY3nJ+Ynt8Pn9MCPLPj4+MycVArMYxP4PA+e39pAoaBTnyxV5TLL3Cw6Hlv0JtJGhKjrMmnaoBDYbRGMA2ki9x0g95qVM7pOzvLYl3Joi+n87wviXNEz8xX4gXyZrOPSWoMto2OGRm/eIms7xIyldXvMlzwe21lme7/F1j6b8Vxld7w5rrF+mcG6DpMLVwUImn7e+1xYqqWTS+vb4ONTYyjPOy43ZW9vnIMDUWJRq6ppK61unphnsdWLMRSqx7IUEVMc3zNCl7jJIOEn+rFW100rf8FTir6MS8FWXNYd4j3nxehKzi4ysC9XRinQZe3dFaO6pL9ocSBfZmNyadwei2WPnz6R55dPFeifcPA8CJmCgFF5/4fSLk/uLqNrgs5GnTddGOH154Ux9Nr7+/gsHkvj2+DjU6OIYBDlvNh7wLIl23cl0Q4ZLVWbiLI5N7efgwHFbpkkVfLQBIQNcczk7CUCaL1ZIvcdqFRHTDFxlxyPgaxL3la0xXTee36U164Jz2mi358vTXW5RSeoScquR1/BYmNyYcys5pMd/RZfuS3DM3vLxEKSlS0G5hQioGwrBiYc/ulXKR7bUeL/XJ9geaM/RcwUBczlm10LPV4mw/8k+PjMI3LFCtwtW478e2AoQi5vkohXZ/th0mu6Dl1RaOsMMpBz6c04ZEoeHgpDCgxZ6QzpNAQxejMYvZkjyY6Wq8hZHjmr8l9dCnrqdK5fFeay7hDNkbmbJ2VstyajCsChRFRBcZ5NrBaCzb0Wn/6vCfrGHFa2GgSNE7/nAUPQ3WxQKHs8vK3EcNrl479XR09LbeWW1DqurDzmcnwtclqKhbKj2JeyydsKT0FIF3TENZLBxXOR81mayJUrD5XPVv6ztzcGQjFfTRXV4f+JxQkakp46SVdSZyTvMpR3mSh6lBxFqezhCUksZ5N6eIADkRAK0IQgZkpaoxobmkNcsizIBR0BTK16k7vlqZpopz0VQoCtanV9Nz0GJxz+7qcT9E+4rO8wkDMQZ+GAZF2HwfZ+m7/7WYp//MMGEpEancF8FozTSiwMZB3u31/itl0FBrIOtlu5r+oSkkGNK3uCXNEdYl1jbRjF+Jz6yO5uhGGgSiXGiwnGxoNEQ/PY8txxQNMQsdiLYxCClqhOS1QHpSi5ilxZUbA9yppHx3CaN6wNEmoI0hbT6UzoNIXlvH0HdCFqNtQKoFCcytv1nqf41t1Z9g47bFg2M6FwGF0TrGk32Nxr8b0Hsrz/urh/T5wmZWAusZhytQZSZU4LsZC3PL79TJa79hQZK7hETUFzWMPUBEJUbPMnii7ffz7HL7YVOKfV5P0XJlieOC3enlOe/lI//aV+yl6ZkBaiK9RFg9mw2MMCQJ55JrK7G6+vj5RoxnEkRnQeQ9yFAiKRQCSTR36kJ4YJLd+OUd9PoPkAMlAEJXCyDZQGljP2bB3nmWfRsXZh3rOwLnG9GpYLSmDKU3cl/fSeMvdtLtLVqKPNYbvH0ARtSY3bflfg1WeHWNNee9UrtUgJmEuMev42KOfGkp8NJ4oun3soxcMHSjRHNDY0Gcd1t9MltMV0WqOKTFnx0IESAzmXD12aZH2T/wWpRRzP4en009w1ehePph4l5+RwlYsmNOqMOq5ouIIrG69kY3Tjoq6IhGmiX3891pe+RMo1QKh5M+5USoHrIpYvBykxG/qIn3Mvoa4taKEsIPDKIZSnAYpgbIJQ5xaiGz1KsSfJ2zcS0t+AFPPrqtgZCeDUaJjfcr3K/aAGyzqny2+fL1J2FPHw3AVPQ0yyuc/mnheKvlg4zVnSYqFoe/zDI2keOlBiVZ1OyDjxl0cIQSIoiJoG28dsPvdQis9cWU+nH2GoKXJOjn/e+8/cPXY3tmfTHGimJdyCJjRsZTNujfPj/h/zm+HfcEPbDbxr2bvQq9lWfIZoV1wB//XfjD1kY0yz78OsyGYhFkN2NBE/+14SL7sLLZLCydZTHuqGKTIFrGyOYGKYjP1VSu5DxIz3YWob522YXZEAAoGn1KK0pT4ROcclqmt0Rk5Np9VMweOJnWUaY9XJvxJCkAxL7ttc4k+uiqNXMXdlqbJUIwunbqxtGvzXljwP7C+ychpC4Wg0KVjbYLB73ObLj6fwanQVdDpSckt8fvfn+c3Ib2gJtLAhtoFGsxFd6gghMKVJa7CVjbGNhLUwt/Tdwtf3fx1PLV52u2xshN9/O8VyAF3Mz46kOuTYqG9cRcM1v6T+FT8D6VIe7MHNJ5lMKLjSoRgoUIjajI4GEaIL23uOlPVRSu4j8zJOgK5IkIguyTu11zIna7s0BQ0aAqfmAmHfiE225BEPVe/WHg9J0gWPg+POyZ/sQwkozuFRq2Lh1PxGTIOC7XHbrgIxUxKegVA4jCYFnQmd54dstozYnNHsh+BqgR/1/4h7xu6hJ9RDRJ+6Dl4IQVOgCU1o/HTop6yNruXapmsXcKTHoi55Fap+O9r4ACocQsjqVd4o14VcDtndRf0NTxDb+DB2uhGvFJ3s2RQCBcbjY4wmRrB1C8/zEELS5+1nGR20MwDWzUjzU5jaWVUb52GWRUzqAzopy605l8Sc43JmMnLKJvMNTLhYjqKaTtqRoODghGJgwqWryS+jPBlFporhTf/4WmTJRhYe7S3Tl3Fojc7+phwzBQXb4+69tfrnO73IOlluG7mNpJ48oVA4mnqzHhT8avhXixpdQIHo6kbU10EqXZngq3Fa14V0GtHaQvQNLrEzHsHJ1E8qFDzhsr9lH1t6XqCv+QCO5mA6AQLlIKZlYCub7WoHD3t99HovkLK/jKeyVRnn0RhScnVbkrTtVPIsaoSC42JKyaXN8cUeyqyx3UpZajXFjhSVCgvbrZ2/lc/CsyTFglKK23cVkII51YcLIWgISe7bV6mi8FlcHh5/mIHSAC2Blhkd1xZsY2tuKy9kX5inkZ0coQlEwECu34BoaYFMBlWafcBRQeX4TAbR2opx8RrqXnEnoHCLx092SnjsbdvNQEM/0pNECzGCVhDN1ZCeRPd0oiJCnahDFzovqAz7nTtJ2z+Y/Ys+AZe3JEkYOhNW7YS2+4sWq+NBzq2fLCJzamDqlbLUaoowT4GUAsPPV5gWpSo8apElKRYsF3ZP2NRVwWSpPqSRKnn0ZWrnpna68kTqCYQQGHJmodCYHqPgFngm88w8jezk6CEdqUs83UQ777yKWZNjo9LpY+ygp4NynEqDKsdBrlmNdt55hNdtx6gfwJponfSYg429jCRHCFpBTPslW2qKI3bPAggSJCTi9JFju/1NPJWa8es9GT3RAOc3RBkszqPnxAxwPEXZ9XhNR33NuktOh/Y6HVMXlO3qiYV8SREJCNrramvLqFZZqjkLS1IsFGwPx6uURM4VXVZ8GPJV/PL5zI5xe5yAnF2WukCQtasfUp8uZtQg2hrGzjlgmsiNG9HOv6Dih1DIo1ITqFIR5brHGRYpKgJBFYuoiQko5BH1dWgXXohcvwFMjei6J1CuDt7xN3RbtxiuG8ZwdXR3khu+Umgv6TRoYlAmSkHtZ8j5ddXeh8MIIXj9snrCumS0vPiCYW+uxIpokMtaEos9lDnR1aRXEhKL1btfpYsedRFJe73vcHs6sySl4uFyrGpF4gRT9tnxWUCkkKg5eP8tZvmkEILGDXWMbB4//ANEczNaYyNqdBSvrxc1Mgr5PLguSggqMkFUPsiaBqaB7OxELOtANDTCIeMgPTqBWT+Ak5t8ohuPj2EZZaLFycPrSoFmHD8RBEQES6XY5fyGNuOmarwNx3B+Q5TXdtTz430jJAwNY5GMkCYsByngT1a3kjRP7VtiLCS5eE2QW5/K05KY++SulCKd93jTBeF5syhfasw1w61WM+RO7W/GFISNSrMc+wQucQqPXGQv+fABcqFeCuFeXFlGKIHhxIgUuogUl6NnujBkI+GTNGHxmX+azWZK7syDdEopFIqEvrirxmRP/Mh4jiSgSVkRDc3NYNuoXBaVy0HZAs+r/D4QgGgUEY2CcfwWjFE3iAwUsbOTtZpWjCSGkZ4GapLPsKoImZdGFqAikh1Mxt0ncD0XrYoVHFC57ttXNvPcRI7duRJrYqEFr0JwPEVfvsybOxt45Smc2Hg0V58V4rfPF0jlPZKz6OngeorxMYdMxuHgmEM25/LT7Rnu/OZBAgFBd3eQtWvDdHcHOPfcKLHYkpxGZs1ctxFqdRtiSf6VDU1wTluAO3cVaH3JYsrSM4zWP85A891kI7txtUqhi1A6QlVuhkrYKHE/AE4xSmP6ZaTq34TNBRhzcv32mQuX1l/K7SO3U3JLBLXgtI+bsCdI6AkuqrtoHkd3curXJDDCOlbGIpCYZDvFMBB19Yi6ySb9qdEiaRBq0i0IT3hYhjX59gPguR5CE8gpyos9TCQ5CowQY/J8iLmQMHXevbqNTz5/gN6CtaBmSJ5S7MgUWBsP8a5VLadsueRLObfH5OqzwvziyTzRoDFtI6ViyWOg3+JAb4lsxsVVUNQlncolIFxsoFRSPPJIhvvvTyMltLaaXHNNHVddlWTFitD8vjCfRWVeAksHDx7kbW97Gw0NDYRCIc4880yeeuqpI79XSvGxj32MtrY2QqEQV199NTt37qzqGK5dEULXKqWPUIkkDDbez9Nn/jVbV32ZdGw7plVPLLeGeG4NsfwKooUuooUuYvlVlZ9lV+LaJm7XQ9xs/C0f46/ZyfaqjtNn+lyQuICeUA/95f5pH6OUYrA8yHmJ8+gJ9czj6E5O/ZokzWc1khssVPW8QnqTRw0ATypAIaYIsilXYYR15JQTivz/2TvvOLmu8u5/z23TZ3a291XXSrLlXrCNDbZxAV5KDISOIbQ0IJQkQHgpMaQACYRQbF6CCSUEQkjAYLn3KsuyLau37b1On1vOef+YlayVdrVttkjarz5jWbtzzz1zZ+ae5zzl9yBQOPO437mkIsKfrK/BU4Vd/kIglWLvaJaGkJ/PnN1AWTGFCRYZIQTve2WEtTUm+7oc5BR9OJSC9o48jz2WYMeONOmUJBjWIWJQH9G4qFqnutqiutqirs7HunUBNm0KsmaNn3Ta4/bbe/noRw/yox/1kM0uV43NJbnxyGOmLMSaW3RjYXh4mMsvvxzTNLnzzjvZtWsXX//614nH40ef84//+I/8y7/8C9/73vd46qmnCIVCXH/99eTmUEp2POfX+FhbatKd8shbg+xe8012rf0GOV8/4fQqIulVmF4YcRL5DNvTCLplnG9uopZ6trOVz/EpfsnPcFj8pKwzDZ/u4401b8SRDoP24LSO6cx1EjEivK7qdYu+cxRCsOqGBpDg2cW7qSrXBCFhgnwOXWoIBGoCa0FJhdAEZmjyhVIgUWgEmN8Qzmvq4vzJuoLBcDiVm1fVVNuT7B7N0BDy8TdnN7A2evrtiCtiOp95YwlNlQa7Ohyy9sQaI7m85NlnUzy3PUU+J4nHdfwRnZQQxHU4zy+xJvnamKZGfb2PTZsCCAHf/34Pf/mXh9m/f6lG3ReGha6GWKg1V6giq6L89V//NY899hiPPPLIhL9XSlFbW8snPvEJPvnJTwIwOjpKVVUVt99+O29961unPEcikSAWizE6Oko0Onmc8Y59ab7y3B4S5/8L2dJdBLN1mO704pJSwkhe0hgzOK/aQgiBQtFDNwlGuZH/w4f4CD5OTQ35UxWpJN9t/S6/6P4FUSNKta8aTZxo87rKpT3bDsAfN/0xb6x+40JPdUKcjMPvP/AQ6b4sJauKEyP31Ryk+vX/ijNSiXJPVBrdX7+HoeggoeMSHL28hxk0CFYGJjWZDdWDEKt4dfCZBTG27uka5nv7eujJ2awM+wkZRVS6VIr+vEtf1ubseJBPbqxnzWloKBzL4V6Hf90yytMH8gQtQU3cwDeWf5XJSp59NsnAgEMkrCNMjYwECdQYik1+xUx6UeVykoMHc9TX+/jMZxrYvHnp6FVMd80oxjk+PHozvujsFX/zCZvvxW6f9lwXYs2FechZ+M1vfsP111/Pm9/8Zh566CHq6ur4kz/5Ez7wgQ8AcPjwYXp6erj22muPHhOLxbjkkkt44oknJpx4Pp8nn3/JPZlIJKY1lwvXJgnGvs1hdhIfWYOpT+8N9CSM5iWVQZ1NFdbRm6RAUEMtIUL8nt8gEPwxH8M4xVM/et1eDtgHaHPb2G/vp9PpxFY2mtAIaSHWmetoMptoMptYb62fdfliMdCExoebPkzUiPLL7l+yK7mLsBGmxCxBFzquchm0B8nLPNW+at7f8H6ur7h+0eZ7PGbQ5Kx3ruWJf9hOPmHP6aZyBGe4CpkPovnTeKkTxysfrWAoOojUJJos3P2VpxC6wBe1JjUUPCQhJKX6yxfMK/Oq2jjrogFu3dfDo/0JgrpGXdA3Z+2DnCdpSeUIGhrvXl3J21dWLDmp6flgZZXJV95exh3b0vzmmQyH+128MZXHtsNZEgkPf8QkpYEmIarBSktRb6oZV4D5/RobNgTYty/LV77Sxhe+sILm5vntYHo6c/w65/P58PlOvPfOx5o7EUX/thw6dIjvfve7fPzjH+czn/kMW7du5SMf+QiWZfGe97yHnp4eAKqqxqvwVVVVHf3d8fzd3/0dX/ziF2c0DxeX28S/QOUe1vevp90ROK4kaGqTlgApBVlHkfcUVSGdc6stfMaJ35goMRSKO/ktjazg9bxpRnNbCnjKY3tuO/el7+Ox3GOMeCMoFBoaAS2ARqFM0VUuz+aeBcAnfNQb9dwYvpGrgldRY9Qsytx1ofOu+ndxTfk1PDT4EFv6tzBgD+ApD0MzWBdax42VN/Ly0pcTN+NTD7jArLq+ka6n+zh0Vzvlm0oRc1wIZS5Mtm094eateKkTX28sVUIwFyTrzxLMhkCBdCX+Eh/GSYTLbDWKQYB1xh/MaX4zpSns50vnNvG7ziF+eqiPfYkspiaoCViEJyjxnAylFEO2S1/OQRewIRbgg2trOL9s6ex4FwKfKbjp0jCvOT/IMwdt9nbZ3P6rQbLDDhUxg7ChiOlQoivK9bmViWuaYN26AHv2ZPnnf+7ga19bdcZVS+QoeGdmiz32d0NDw7iff/7zn+cLX/jCCc+fjzV3Ior+LkopufDCC/nKV74CwHnnnceLL77I9773Pd7znvfMasxPf/rTfPzjHz/670QiccKFPJ67+B1P8igrxUqCFSFKTJeWUZdkXqIAvy7GvhSFqKztKqSCgKmxtsRgbal5UnnTGCWkSPGf/ITNnMdKVs/qtS0GL+Zf5Lbh29hp78RWNuV6Oeusdehi8huxUoqcytHj9fCt4W/xs8TPuDF0I++MvpOIHlnA2b9Erb+Wt9W9jZtqbmLYGSYv8wS0AKVW6Ulfy2IjNMG5H9jIwO5hRg4lKFkdnfPOPb3/QkJrn0VYWZQ93rWuKZ36/iYO1u0n58tiJiwMv441iVdDASmVohKbCv1ywvplc5rbbDA0wesbyriqKsajfQnu7BxmbyJDa1phaBAxdMKmjk/TOCJJISn0d0i5krTrIZUiZhpcXRXjuto4F5WHF03LYSngtzSu2OAn15nF3JPg6kqTWLT4uSGaJlizxs+LL2b42c/6+NCHaot+jiWNZG7Wwtix7e3t48IQE3kVYH7W3IkourFQU1PDxo0bx/1sw4YN/OpXvwKgurpQftXb20tNzUs7097eXs4999wJx5zM/TIZ3XTxn/yYAEFChEHAirhJQ8ygPy3pSLoMZTxcSWE3LaAkoNEQNagOGxN6Eyailjr2sJMfcitf4O/RlrggZkZm+EXiF/wy+UsSMkGT2URIm15DJiEEARFghbYCqST9Xj8/Gf0Jz+ae5UMlH+IC/wWLlkBoadaM+0UsNpHaEBf+2dk8/vfPkmhNEW0Kz+n6ZTvWkW3dRHD18+R7VnB837t4spSm7hUcLj9ENpYhHiphonXTwSWlUkSAeq2eVebHEGLxdoYllsFr60u5sTbOCyNpdo1k2JfIsjeRZcR2saVCKoWgYPwHdI3qgMnGWIxVYT8XlIVZEZ5+me3pzvCwww9/2IOmQSw2f++rZWlUVpr8z/8MctllMc4+e3r3mWVeIhqNTitnYT7W3Iko+qfl8ssvZ+/e8eWF+/bto6mpCYCVK1dSXV3Nfffdd3SiiUSCp556ij/+4z8uyhwe5F566KaZ8RdQ1wTVEZ3qiI7rqaPGgqEJDG3mndoEgnqaeIHt7GQHZ3NOUeY/F5RS9NNPDz3YykYIgR8/PtfHd4a+w9O5pynTy9hgbZj14qQJjSqjirgeZ5+9j88NfI6bYzfzlshbFr3i4FSi4YoaLvrIZrZ+4wVGDyeJrYzM/vpJg+En/w9WRTtWWTf2YA3jDAaliLaWsCa7ltGzhkmZSTIqg4lZqJZA4eBgYFBBCeuEQZX+h/j1Vxbltc4VXROcVxo+2uTJlYrurE3S8XCkHOsZIij3mZT7jOXP4SQ8/PAora151q+f/8TOigqDXbuybNkydGYZC4qJCpNmdvwMWKg1t+jGwl/8xV9w2WWX8ZWvfIW3vOUtPP3009x2223cdtttQGFB/tjHPsYtt9zC2rVrWblyJZ/73Oeora3lDW94w5zPnyHDfdxFlOhJd/qGLigkWs/tphIhQgetPMz9i2YsZFWWJ9WTPK2eZpfaxSCDZMggx/xZnufRMdhBJp+h0WxE0wv5CCcrG50OlrBo9jXT5XZx68it5GWed8XetXyjngGrrmtAMzW2fuMFBncPU7IqiuGf3dfSGa5m6LE3Uv6Kn2OWduMMFQwG6UjspI0VsVi/bi3+kI8hNUSX6iKhRnFwMTCIiSi1lBNhEEu7gLD1YcQElSZLAUMTNCyggNPpgOsqfv/7IXw+gTFN7+lcEEJQUWHwyCOjvOtdVVRXzz2Z95SgSGGI6bJQa27RjYWLLrqIX//613z605/mS1/6EitXruQb3/gG73jHS9ryf/mXf0k6neaDH/wgIyMjXHHFFWzZsgW/f+7uwufYRjedNLFwAjxllPM4D/EO3ksJJQt23mE1zO/U79git9Cu2pFCEh77U045OjqOdHhm6BkS+QR+y0+7aKdLdRElSiONNNAw5/h+rVFLr9vL7YnbiepR3hB5Q3Fe4BnCilfWEa4Osu07L9K7fQB/qY9QdXBWRlfm4HkMapLSy3+Nr6qFdFs5XtYiUheibEMca0xToUyUUSbKjh6nlELSi6cG8emXEDM/jX7M75c59dm1K83BgzlqahZu0S4vN9m9O8uTTyZ4wxvKF+y8ZxILteYWXWdhIThZzezP+BH/zvdpZtOCzSdPng7auIWvcw7nzfv5lFI8oZ7g+/L77FP7iIgI1VTjEyfutHaP7GZfch9RI3pU29/FPep5KKecDWIDcTH3qoF2px1DGHy98uustdbOebwzDTfnsvuXB9n9i4Nkh3L4S/2EKgNoM2yf6tkeLgcov/IO4ptbCFUFCZU2ooko4jjDUKk8nhpEMYQQcYL6mwiZb0ETyyVvpxv/+78DfPWrHWzatLDv7a5dGV73ujI+9amTJ6XPJwups3Bz382TJg9PBzthc3vl9HUWForTrqblAPswWVh3lw8fDjYdtM27sZBXeW6Tt/Fb9VscHJpFM8YkCWgDuQEOpw/j1/3jmgAZGESJ4uExwABPqadYq9aySqyaUwih3qhnl72L7w5/l7+r+LtF1WM4FTH8Bme/az11L6um5Z4OWu7rYGjfCELX8EVNrLCJGTJPKLWUnsRJudgpGzthA4Jo4yri1leoa2iB2MPY8kVc1XO0FeuR/wosNFFKQH8HAeNaTG3dAr/qZRaKQ4dyLEaEMBzW2b07M76B2unMAucsLBSnlbEgkRzmAEEWJ5mmk/Z5HT+ncnxNfo0tcgvVonqcG/l4POmxe3Q3rnQJmRNfDx2dEkrIkGEXu7CVTTPNs/5CCyFYZa5ia24rd6Tu4KboTbMa50yndE2M0jUxNr5tDe2PdtPxeA/DB0bJDeVJtKcKmSZCFBpYKwVCYIYN/DEftRdX0fDyGuourcIMGMBZKPUaPNWOq1rxZAeKLKChiTiGaMTQVqOJpbODWWZ+2LcvS3AmkoxFIhTSGBhwGBlxicdPnx4cZxqnlbHgjP0xF+FlaehkKW6DoGNxlcs35TfZIrfQKBqJiJNrG/Tl+xixR4gYU2fYBwmSI8cBDqArnbWsnbXBENACBESA36Z+y2vDr132LswBf4mPta9dwdrXrsBzPBLtaRJtSXIjNtKRIEA3NQLlfmJNEcI1QbQJFMeEEAWjgEZYuvITi07aTbMnvYfWTCuHM4cZdoeRShLUg6wIrKAx0Mja0Fpq/IsjRjZX0mlvQRIbj8cwBJmMJJ9folvmYrPACY4LxWllLCw2ah79R3eoO/i9/D0NomFKQ0EpRUe6A4UaF344GX78KBQHOECcOBVUzHquNUYNLU4LT+ee5uXBl896nGVeQjd14quixIvUT2KZl2jJtHD/wP3cPXA3vfleXOUCYGqFslJXuUhVuIOXmCVcWnIp15Zfy4UlFy5p8a+lwpF9xymYHjc7lo2FpY+JiY5OnoVpc3ssEkmA+UkcalWt/Fj+mKAIEp2GuzjpJunP9xPQZ1ZLHSDACCPsUrt4GS/DErPL/fBrfiSSe9L3LBsLyyxZcl6OX3b/kl92/5JBe5CYGaMp2DSpN0wqyZAzxJb+Ldw3eB9XxK/gg40fpD5Qv8Aznx2BgIbnLfyC7boKXRdY1tIswy06yzkLSx8NjSZW8hzbFuHsihrqij+qUnxffp8eeth4nMjUZIzYIzjSmTRX4WREiTLCCAfVQTaIDTM+/gileikv5l8kK7MEtMXr7JeQCVq9VlrdVlq9Vg64B0ir9FEBIr/ws0pfxUpjJU16E416I6Va6ZmRiHUG05pp5euHvs6ziWcpNUvZFNk05XuuCY1yq5xyq5ykm+TegXvZndrNh5o+xLXl15702KXAmjUBdu+ev1DpZKTTkvJyk9LS02q5OeM47d69tTTzFI8v6DkdbHQMGmgs+th72csz6hnqqZ+wFfNEpJwUMHNFSigYXD58dNDBKrVqwnLM6RDWwvS5fbQ5baz3rZ/VGLPFUx7POc9xb/5enrCfICmT5MkjKKhZGsI4qlroKY/nnedRSmEIg4gW4RzjHK7zX8fF1sWzfv3LLF0Opg/ypf1f4kD6AGtCa/DrM9d3iRgRNkU20ZJt4asHv0raTfP66tfPw2yLx+rVAeQiuLhTKY+Xvzx25hjgy2GIU4MmVhbEiHAwWZjM21FGx0SOVhR97AfkAyRVkkYxfUNk2B6eUyw1QIBRRumhhyaaZjVGUATJqAytbuuCGQt5lefu3N38Pvd79rn7sLEpE2XU6/X48E15s7KVTUIleMh+iEfsR1hprOQG3w3c6L+RqLacK3A60JPr4ZYDt3Awc5ANkQ1z+p5oQmNVcBUd2Q6+0/odwkaYa8qvKeJsi8uKFT4sS5DLSfz+hQkJKKXwPFi7dvG8iwvOaWosnHZBpPO4kEqq6Kd3wc45QD8XcillFFehLK3S3K/up1RM3y2ulCLjZSbVXpgOAoGGRofqmHVSkhACgaDf7Z/1PGbCXmcvnx79NF9NfZV97j5qtBo2Ghup0qvwC/+0rp8lLMq1cjYYG2jSm+hyu/hW+lt8YvQTbLW3njkJWqcpUklubbuVvam9rA+vL1pyYn2gHk95fL/t+3Tnuosy5nxw1lkhmpr8dHfbUz+5SAwOusTjBhdfvDidaZcpHqedsRAhwtVcxygj81qdcIQMhWY8r+RVRR+7hRaGGSbO9NUVpZJFET/x4SNJEpu53Vgc5czp+KnIqzw/S/+MTyU+xdPO06zQV7DGWDPtbpqT4Rd+VhgrWKuvZZ+7j88lPsd3098lIRNFmvkyC809A/fw4OCDNAWb5mRMT8TK4Erasm3c1nbb0cqJpYZladx4YynptETKhTF8+/ocLr00QmPjGdT5UxXhsQQ57YwFgKu4llLK6GF+rXyFoo0WNrCJzfOg3NiqWsmrPH5m8EUrUljQxMTFJUVqTuPMZ5wyIRP8beJv+W7muyil2KhvJCCK6+60hEWz0UxIhPhp5qd8JvEZur2lu3tcZmLyXp6fd/0cTWhEjeKHlDSh0RRo4tHhR3kh8ULRxy8Wr3hFjJoai/b2+a8YGxpyCAQ0rr++dN7PtaRQvBSKmM1j2VhYOJpYwR/wVkYZIUd23s7TRw9RYtzMhzDmIf2jTbWhxMy8BBoamtDm7DLX0JDIORsLR8ovlVIo5aJkpvBQzpzmOCJH+FLyS9yfv58mrYlavXZeDZNyrZx1xjqedZ7l/yb+Lx1ex7yda5ni88zoM7RkWqj3z1+ZY9SMkvWy3Dtw77ydY65UVlq8+91VZLOSVMqbt/O4rqKry+GGG+JceGF43s6zzMJx2iU4HuF13MR2nuEZnmI9G9CLLF2XJsUww7yH97ORs4o69hESJGY8byEEYSPMQH6gKHNwcWd1nOflQKaozh5A5r4OuV3gDcMRF63QQARR/maEbw1YK8BahTArpxw7JVP8Q/IfeNx+nLXGWvxiYVyclrBo1pvZ7ezmlsQtfCn6JSr1qed7qpFMehw6lKetzSaRGBMjKtFparJYtcq3KJLBc+X+wftxlTuryoeZUG6V8+jQo7y34b2UWUuza+erX13KU08leOCBUTZsCBRd1VEpxYEDOdau9XPzzdVnThXEEZZ1Fk4tfPj4MB/l7/i/7GMP62gumsGQJk0rLVzNdbyRPyzKmBPh4CBmEVcosUrozRUnwVPOIDVXKQXeKLhdpPMtBFWaRuc3IPyghQp/H0kqUxLkMCTvQSW3ABroJajQyxCRV0HgXMQEcWWlFN9Lf4+H8w+z2li9YIbCEUxhss5Yxw5nB19LfY0vR7+MKU4PvfvW1jx33ZXg3nuTDAy4OI5CiELvKaXA7xdUVppcf32E66+PUV19arxuRzrsSOygxCyZ93OVmqUcyhziUObQkjUWDEPwp39aS0+Pzd69GdavDxbNYDhiKJSWGnzkI3WUlp4an5GicppWQ5y2xgJAI018is/xVW5hL7tZwSqCc1RZHGSAPnq5imv4Mz4xs3yCGeLHP6PF+ggRs5B5XIxER20akSqlFLj9YB8GbxCkQ1IoolqUev+5BS/ClIO4Bc/D6O9QyXvAtx5ir4PIq8YZDY/Yj7Alt4U6vY7gIrVRNoXJKmMVT9hP8L+5/+VNgTctyjyKhesqfvObEX7ykyF6elxKS3UaGy0sSxz9/CilyOUU/f0ut902yJ13Jnnve8t41asiaNrS3jl25jpJuAlKrfmPnZuaiac82rJtXFRy0byfb7bU1vr4m79p5JZb2tizJ8OqVX6CwRlsphSQHoGhbsilwXNxlcGBoRJK60r41Cc2cv75yxUQpxOntbEAsIo1fJa/5Ta+xVaeIEyEGuqmtQgei4NNC4fwEeDNvJ138F4CzG/tcIWomFVmddyK49N95GRuxpLPxzOVMaRkHvL7wW4FPNCCYIQZkcNcpVdjTlNICmGAUVF4yDTk96F6/x5Sj0H5hxBWA4PeIP8v/f+QSOLa9CtE5oMj0ts/yfyE88zzWG2sXtT5zJb8SAff+OYAv79XJxj2c9ZZE5eZCiEIBASNjRZSKlpabP7hH3o4dCjPBz9Yjq4vXYOhJ99DRmao1xdGllmh6Mx1Lsi55sLKlQG++MUVfOMbHTz1VJJoVKeuzjr5BkNRMBD62iA5BK4Nms5gLkhXKsz62B4+Ured83aUgf9GOO9a0M+w/hnLYYhTl3oa+Bxf5vf8hl/yU/ayizARKqnGx+QKfQpFiiS9dOPhsZZmbuaDnMeFswoPzJRGGhFKIJHTVm8ECBpBavw1tKRbZm0suLjo6ISZPDlJOb2Q3wPucCHMMKapn1IOfnSu1mcpf62FwLcGvBSkHkDl90Dpu7ld28dB7yDNevPsxi0ydVodu9xd3Jq+la9Ev1L0crx5JduOavkB37nV5Lf3N1NfmSQWjYDXDMbJd4SaJli1ysfgoMt//McQfr/gve8trsZIMbGljVRywZo+6UIn5+UW5Fxzpb7ex1e+spL/+Z9BfvazPl58MUs8rlNdbZ0YmlAK2vdA9yGQEmkFGXDL6E/4Cflc3nJxFzdffIgS5cGh5+Hg89CyE173J2CdQaWTy2GIUxsTk9dzExfzMh7jIe7hTtppxcVBoBEkiI6OAlwcsmQBRYAgZ3Me13IDl3IFIeZWvz8TmkQTIREiTZoIM3Pp1QXraM+040gHU5t53PCIAuZExoJSCuwWyO8G5YFRwrGFNV0qwyYtzjnaHGO2ehj8G8Fpp6X/K9wfTFLlW7dkFmUhBE16E8/Yz/Cc8xwXWhcu9pSmR74P9nyeBx/2uOOx11Fb5RCLeJDtBDcF8UtAnzrEU1Zm4LqKX/xihHPPDXLeeYsTFpqKI4Z2McJy00GhTqlulJal8Za3VHDxxRHuvnuYe+8dZv/+LEqBzycIh3UMXSB6DuH1dpGmjIwMooDSoM3rz+7g2nU9nFs3PNZhMgLBCKRG4LH/BunBTX8B+tL43s47y56F04MaankTb+O1vJFd7KCNFg5xgFYOkyeHhk6IMOtopoEmVrKatayfcdiiGDSM/WmhZcbGQpmvjApfBd25buJmfMY3yTx56qk/4aanlIL8oYKhIHTQY+N+P6psBPAGYyVaMW7MQgOriYfkICNuOxtVCBUsRyyRqt+wFsaWNvfk7zl1jIXeLaT6DvFvd38QoZnEY1nAB5YF9jBk2iAyPe9NZaXB3r05brttgG99q6HomfXFIGJEsISFrewF6fUhlSRmxqZ+4hJjxQo/H/xgDW99awVPP53k0KEsu3ZlaGvLYw/0QU8PmulnRanDhqo2VpeluLBhkJrYJF6UcEmhP/VTd0DNKnj5TQv6epYpLmecsXAEP37O5yLOZ+kmIRnC4EbtRv7J+yc8vBntVoQQbCzZyGj/KGk3Tdicfq2zi4tAUCcmCCM4rWOGglHITzgGTynaVYpX6428Uqud9vmmIoPLXfowERlCOG2QM1D+s2YcClIoBvpturrzpFMe/oBGTY2fqiprToZNpajkcftxurwuavXive55Y/AhHt99Fi3dUdY2jh7zCwGaBfnuaRsLQggaG33s3Ztj27YMl1yycJ636dIYaCRshEm5KXzW/BoLR7RDmgKz66myFIhGDa69Ng5jyrH5rEvuO/+GatmF1bCSgOkx7a9LKFbIbXjyt3DJa2Ger/+S4DQNQyyN7dkyk3KluJIKUUHvLHpdRMwIa6NrcZWLLacv25whQ4wYFVSM+7lyByG3p+BROM5QUEpxSCVoEhH+yGwujldhjKfoo5M01VqkcN58C9htMxpDodi7N83TW0dpbckyPOLQ0Z7jmWdGeOGF5Jzkb8u0Moa8IR7OPzzrMRYUmeOBZ9ega2Aax71uoRUqU2YgmBUMajiO4pFHkkWeaHEoMUqo9lWTdOd/fmkvTVAPntLGwvH4uncR63uBkto4QWsGhsIRSmugtwX2Pj0f01t6zEW9ca6GxjyybCwsEi4u7bSxlSd5jId5isc5yH7yjJdhLRfl/B/xfxhSQ+TVzCVam0JNNIYaSbtpHDl1nwYHB4VilVg1LqlSSacgrKTsQgLiMSilOKyShITJn5lnUVXkksZ9jCBRWOiFJEqhF6ol5PTVJfv6bA4cyGAagpK4SSRiUBI3CQZ02tqytLfPPiFNExqWsNjh7Jj1GAtJzjqbfW1RYpEJPk8yD2YpM10RwmGdnTtzS7LZlhCCK0qvIOWm5n1+vfleVgRWsCq4al7Ps6A8/yDYWQjMshTS8oOUsH3pKlsuMzVnbBhiMVAo9rKbh7mPJ3mcBCNkSOMhEQgCBAgT5RzO4xVcy7lcgIHBW7W3sk1tYwc7aFbNM5N/FhpnlZyFpzw6Mh0E9SA+fXJXYJIkDTRQx3EhCPsgeEOgjY/FSqU4pJIEhcFfmJt5mV41o2syHXaJYfzHCmpp4YImQ24XKnjhtPIXOjtzSE/hj47/yJuWhpb1aGvP0tjkn3WVS0RE2O/tx1HOkhdp6vKuI5XdT3nJKGBytKGImy6ElwINMx4zHNYYGHAZGvIoK1t6t5VXlL2CX3T/gkFnkHJrfio3POWRkzluqLgBQ1t612DWdB8C3xw3AMFIYZwzgeUEx2XmQh+9/Ijv8ziPkCZFCSXEKKGGOnR0JJIsGVKkuJctPMR9nMVm3suHWSea+ZD+IT7rfZY22mhiZi5OQzM4J34OhmbQnm4nL/OEjfAJ5ZgjjBAhwgaxYZxBotzhguCS8I8TWEoqm1aVol6E+XPzLC7Xq+d2kSYgjUM7acIcswALQIuA0wNOB5iNU46TSroY5sSGgGVpZDMengfGLJPYwyLMkByiw+tgpbFydoMsEHnfBjwrh2HsKSQ0HpFp1P0Q2ghWxdSDHIdhCDwP8vml6UNtDDRyWfwy7ui9g1KzdEalyNOlPdtOrb+WK8uuLPrYi0ouBdocqzs0A/LZgodBO80d2qdpzsKysbAAPM0T3Mq3aKeFWhpopOmEHayGRogwIcJUUU2GDNt5hkN8irdzM68Tf8CfaH/CN+U3aVNtNNAwIw+DoRlsLtlMua+cvYm9jDqj+DU/fr0gwjPKKH78nCPOOVEZ0W4rhB/0QsJTTrl0qgweimv1ej5gbKBuji2hJ6ONFClsqo9X3tQMUBrkW1Bm/ZTeBZ9fZ3R04j4Xrqfw+/U5aceERIh22U6r17rkjQVdF2iBCmS0BPTeQuhB84GvCozZNf2RUqFpLMlqiCO8p/49PJd4jtZsKyuDxX2Pkm6SvMxzc/3N8+a5WDSsQGGRnwtKgmmd/obCacyysTDPPMGjfJN/JE2K9Wycdn+KIEHWs5FuOvkB3yFHljeLtyM1ybflt9nHPlar1TPSHBBCUBeso9QqZX9yP93ZboacIWxhE9EjnKOdQ7kYf6NTMotyurExSaoc/SqHjmCliHCTsYrr9Xr0edilHWEUmzxyfBjiCFoQZALcwYLy47HzRpH3IOVI8q7CjJvkunJoWQ+fpWFqheshpcKxFWtWzz4EAS/V8idkYtZjLBTV1SbBoEbG9hMsL47yZDotiUT0JRmCOEKdv46b62/mq4e+yqA9WLTeDba0acm0cG35tVxfcX1RxlxSxKsKIktzIZeC2jXFmc9SZ9mzsMxMOcxBvsM/kSXDKtbMeDESCGqpp48e/oN/p0bU8RrxGsoo43vye+xWu6mlllJKZ+RlCBgBzi45m2g4Smu2FS2jUe6VM+QNMcggUPB0KBSe24dQw5hamAgar9BruU6v5yKtAmsBhGccJAo18ZUTRkEUyukAowKFYjAn6U57DOU8sq7CkQqpAKGwQzqpYRdNB93Q0JRC8xRVlRZNTcVRmHOYOol0sYlGderrTfbsyVNeXpxbQDIpufDC4JKWfQa4oeIGWrOt/EfnfwDM2WDIyzz7Uvs4P3Y+H1n5kVNKjGnabL4Knr0H7NzslBg9F1wXzrum+HNbqizRvIO5sGwszBM2Nv/Gd+mjj2Y2zmnXWkk1hzjAT/gBGzmLS7VLWS/Wc7u8nbvUXXTTTakqpZLKKT0NtrLpoYeESlBmlPHZ6Gd5Y+yNDHvDtDqttDqtDHqDZGUWXegERv6bOs1Pk7WGRi1MfAFEbWaEFkA5vXQ6CVpSJiN5iafA1ASmBn5T40ifo5L1IZK9eZJ9Dq4tcXWBVWaSqfbx4qhLQwQqAtqs36uFkAAvFldeGWH79uxY+GBu83YchVKKyy6bXQhjIdGExgcaPoBA8IvuXzDqjrIisGJWOQwD9gDduW4ujF3IZ9d+9vQLPxxh/cVQtQKGeqB6xcyPH+kreCfOuqLYM1tmAVk2FuaJx3iIZ9nKClYWZRFpYiV72cUd/Jqb+SBxEedj2se4gRt4QD7A/ep+9ql9ABgYhAiNyVcrPDxSpJCq0GOinnrepr2NV2qvpEEUMt/DWpgGs4EreOkLrZwu1MgDYDWAXjLn1zAbTAqLt4IJr2JeWuTtEQ5nhhiVFQQNDWOS+77QBdFaP9EaP9JTCE0gNMh7is6US3fapT5s0Fxq4Z/FDlmhMFnalRBHuOqqMD/72RDd3Q51ddacxurosKmvt7jssqUnyDQRhmbwwcYPsiq4in9r/zd2JndS5aui3Cqf0mhQSpHyUnRmO/Hrft5e+3beXf9uomZ0gWY/NW7eZbQzhZNxkJ5C0wVm0CRWF8bwzeKWb/ng4lfD/34Lchnwz6AywslDYhBe9e6CouOZwHIYYpnpolDcyxZAEJhjS+wj6OiUUMqD3Msf8FaiRBFCsIENbNA38Db1Nl5QL9BKK/vUPg6rw0c1G4IEuVRcyhptDU00ca44d3rtne1WkEkwi1/lMF3CmJho2Hj4j/m4KgUJW5KwJSGhKLWyKDndDpegHZOI59MFPl1gS0Vr0mU4L2kuNakJTv/rcaQ7aFhb+rtrgKoqkze/uYTvfneA0lJJIDC7vJNk0sO2Fe98Zynh8KnjgteExnUV13F25Gx+2vlTHh56mF2pXfg1PxEjclQiGigY226KlJci5aYI6kHOi53H2+vezkWxixak38TJkFLR/Xwf3c/10rdniKGDw+STNp4jOWJl66aGL2JRuqqEiuYyajZXUHNuFfpklvXxvOx1hbyF5x+C2lXTK6V08tCxD5ovhle+fU6v8ZRi2VhYZrq0cIg97KSK4i6ylVRxkP1s5xmu4upxv4uLOFeJq8b97IgAzaxvZnYroAq5AYtEI2EimCRxjxoLUsFQTpJ2JLoAXROESDA4xy+ZpQlMnyBpS7b32eRKFSuixrQ8QxmVISiCNOpTl3EuFd70pjjbtmV58sk069f7sKyZGQzZrKS11eZVr4pw/fVLZ2c9E2r8NXxy9Sd5Z907eWjoIZ4aeYqWTAu9+d6jqqe60AnqQep8dZxbcS6vKHsFmyKbph26UErRl/VoS7q0pVxSjsKVCkMThE1BU8SkMWwUQmAz+K7mEnkOP9zOvi2H6NsziJvz0C0dX8QkWB5ANwvjKQWe42GnHDq39dD6eCeGT6d8XSnrb1zFyisbCJRMkYvgC8CbP1Ww0nc8DJFSKKmcuDmU9GCkH0b7Yd2F8Id/DaFT8/MxK5Z1FpaZLq0cJk2aeoq7cBgYKBRttEzr+XPd8aj8IRZb5DOKRS1BDpCgAj9qzFBIORJTE+gCPEwCYnTqwaaBAKKWRsZV7BwsLBYro1OHFlIqRUREaNBnLmi0WPh8Gn/911V86UvdPPtshsZGH7HY9LwDg4Mu3d0Ol18e4uMfr1ryiY1TUe2v5g9r/5A/rP1DMl6GjmwHKa8QuvNpPmr9tZSaM0sk7st4PNyd5a62LN0Zj5Qj8U6QFRfoGoRNjfqQznUNQa6s9VMemPx9UErR8mgHW3/wAkMHh9FMnWhNCCs8eTjJ8On4whaMdc210w4D+4bo2dHPjv/ay4Xv28yqq6Yox47E4R2fg/t+AtvuLngNDBOCUdD1QnllNllIhIxVwCveemaFH05zlo2FeaCD9rEM/uLfQC0s9rOn6ONOiDcEYm7x7GKwUZWyQwyBguF8waNgaeJo4qJUGhoeGhJZJOMmaAgyLuwecvDpgtrQyb8qKZXiAuOCBelqWEwqK02++MVavve9fu6/P0lvr0NNjUkkcuJipZQikZB0ddn4/RpvfnOcP/qjsgmfeyoT1IOsC6+b9fH9WY+f7UvxQGeWgZxHwBDEfRqVAQNzgmRS21OkHMmBUYcXh0b48T6da+oDvG1tmDL/+GubGc6x7YcvsPf3h5BSUbaudPqhhGOwQiZla+JIVzLcMsr9tzxGx9MrufB9mwmVnyTE4A/Caz4IV70FXnwUtm6Boa5CxYOmQ81quPB6OPtKiJ2mCZ9TsRyGWGa6ZEjPW168icUoI/M0+nGo/DjFxsViLTEEgoTrkbIVhgbj77kCgUQgKaYnJGgIErZkz5BD3KcTmERwSClFTuXYbG0u2rkXkrIyg09/uprLLgvz61+PsHt3jvZ2GyE4Gpo4oswYDGpcckmIm26Kc8klwUWP1y8llFI82JXjB7sSHEq4VAR0NsTNKZuqWbqgVNcp9et4UtGf8/iPfSm29uV5/4YIV9QUhNNG2hM88OXH6d7RT7Q2QrB04tCBPzhIWe0OoqUt6GYOz/GRHG5ioGszufT4BVwzNMrWxMmO5Nj5vwcY2D/M1X9zGfGmKVpsh0vg0tcWHq7zUlmlcWok+M4ry2GIZWbC/L3falq9EIqDmFH3wfniUiqplAFa3AwlBNBPuPnO3xwjlsZITrJn2ObcCmtCb9GwGqZEK+EK69QtDdM0wStfGeGqq8K8+GKW/fvzHDyYZ2DARQhBVZXBqlU+mpv9rF/vWzYSjiPvKb6zY5Q7WjMIYGPcRJ9FSaquCaqDBuV+xeGEyxe3DvP6lSHeGoMHv/gY/XuHqFhfim6e6M0xrRRNG7ZQVrMDy5/E80yU1BGaR3ntDurWPMRQ9yZadt2IY49vChUo8WOFLfp2D3LP5x/l2i9cQemKKQyGIxjmspFwBrBsLMwDMUrmzbOQJ085M9funxXCx1LwiUWxODtTzU5jP+Va4ITfi7GgT7FCEOPHhpCl0ZlyqQkZVAdPvEn3yl6u9l3NCmNF0c+/0GiaYPPmIJs3F7dz6OlM3lN8bfsId7ZlqAkWPARzxdAEa0tMBnMe/7E7wdYXu7h43zDVzaVoE4QdTF+S5gt/QknFfnKZEhJDjYz3siksf4LqFU8SCA+w55l3YOfGGwO6oVHRXEr/niEeuOVxrvvylUSqTo1y2CXFchhimelST+OYY1yiFXkBc3FZw+zjqTPCrIbMzNtiF5u8q2gcqSRc2kpas4mo8XkBQkhcFUDNk8fF0iCjoD3pUhUcL9qUVVl0dK7zXTcv5z5dkVKxa1eGffuyHD6cpb/fQQhBZaXJypV+1q0LsGHD0g9zSKX41guj3NmWoTFsEJlhRclUlPp1hvYM8rhuoV++kteMTCQnLllzzq8oqdxPargOKSfa5QvsXAzHDhIrP8Cac/6L3U/fjFLjDRtN1yhfX0rvrgGevu05XvnZy+Ys2nXGsRyGWGa6rGQ1UWKMMEwpxdGfB8iTQ0dnJcXR858KYa1cEp/b7oxLPBdis1PB1kAXIcdCO2bB1nEZVdN0mc6SgCEYyHokbUXUKpxbKcVh7zDnmudyoXXhvJ7/dEFKxYMPjvCb3wyya1eGbLawjbLGrqltK5Qq5EacdVaI17++jCuvjC1Zo+Hu9iy/a81QFyq+oQCQ7ErhdiQoDft4pjRCk+uwOZUd95xoWQvxyr1kEpWTGAovoaRJOlFFSeV+YuUHGek/ceOhGxolTVEO3t9KwyW1rLtuaTdGW2ZhWDYW5oFa6jiPi3iIe4tqLPTSQwNNnMsFRRvzpFhNY/0X7EWrilBK0Z50MTTBa9NraDFH6NXT1HgviR8JFDkVOckoc8enCzKupCvtErUK16JX9hITMT4U+tBRAZ9lJqe/3+bWW7u5//4RpITaWpNI5MRbkFKKZNJj27YUzz2X4rrr4nzgAzWUlS2tuHh32uX23UlMDUp8xTcUnJxH/55BEIISHXLA/aUxmnI2Mdc7+ryKuufQDBvXmV7oyHMDaFo/FXXPTWgsAPijPjIDWZ75txeoPbeScOVyOGLanKZhiMVPdT9NuZYbsPAVrXIhT540aa7j1fhYoPI8qwm0MHiphTnfBGRcRcpR+HWNMhnkhsxqXCHJiELDpiPBnpya/5uZqRXK4gByKsegGuTNgTdzlnnWvJ/7VKerK8/nPtfC738/TGWlyfr1gQkNBSjog0SjBs3NASoqTH7720E+//kWenvtBZ715Cil+LfdSdpSLk2TvI65kuhKkk/a+MIFI6nSdug1TR6IvyRwJDSH0updOLmZGct2LkK8ag+6kZv0OSUrYoy2Jzhwb+vsXsCZiirCYwmybCzMExdwMa/gWjppx8Wd01gKRQuHOItzuIH/U6QZTgO9DKxV4A0u3DmPI2kXOkeaY5/Ui3K1nJuvosdI4eBhksdVvnn3LEAh6SzjKLKeywH3AOeZ5/HmwJvn/bynOsmky5e/3MaOHWmam/3EYtNfXEtKDNatC/Dssym+8pU2Mhlv6oMWgNaky+M9OWpD+pSlkbNBSsVoewLN0BBjOQMaEHdddoUCDBqFa2gYeTTNxfNm5nWRnonQXHRj8pwkTRNYEYu9Ww7h5OZ2D1vm1GfZWJgnBIJ38UesZh0H2IecpW/piKFQQpz38WGCReo1MR2EEIjoDaAcUItzs0iN6dsfuR9rCP4g1cw6u4x2M4ESWUZkNa6a/zCAqQls6fKivYe1xlo+Gf4kQW25amAqfvrTPp57LsW6dQFMcxYCQpbG2rUBtm1L8Z//2T8PM5w5D3RmGclLSuch/ACQ7suQT9iYwfFGQMTzSOk6u8KFqiApdUAgxAzvL0KB0lDy5JUbkeoQI20J2p/qmtn4ZzKyCI8lyLKxMI+UU8En+AwNNLGHXeSY3OU3ES4uB9mHnwB/wl+wibPnaaYnIXQ5mDXg9Cz8uYGULTl+4xaVPt6VOJv1TpiDhsMgpQsyFyFcUv6DlHgNfCbyGZqMpgU576nM3r0ZfvObQSorrRn3njgWv1+jrMzgV78a4PDh7NQHzCM5V3J3e5aYb2a9HGZCuj+DkmpcwzMolPIGpMf2SBAX8FwfuUwc08rMaHzTSmPnYrjOiaXIx2L4DJSnlo2FmaCYm6GwHIY4M1nDOj7LlzifC2nhIF10TBmWkEgG6GMfe2igiU/xN7ycVyzMhI9D6FEIXwveCKiFN3ldNXFr6lIZ4BOpMlbmV9JrDJLT5zdUYmsJRn0HCORW8Tbnb1hnLlD56inO/fePMDrqUlEx97h+VZXJ8LDDAw+MzH1ic6Al6TKY8yibJ6+CArLDObRJvDBhz2PUMBiwTECjr/0CdMMGMd0QjcQw8/S2XXhC6eREWGGTvt2DRxvTLTMFp2nOwnI1xCzJkWSEVoZpJcMQEgeBjkmAGPXEaSJCDRoaK1jFF/gH/pf/4nf8DwfYh45OmAghwuhoSBRZMqRIkiNHnFLewJt5G+8mvkA758kQ0RtRybvBaS8kPS4gk92ggmKYoBfmvP4/pT90iNbwXYzoB4jYTegUL2te4pEy20FIGtLXore9lcrYmVlKppTCVYUdxnTUCXM5yQMPjBCPG0XZgQshiMUM7r13hHe/uxpjEvnt+aYt6ZJ11aTy33PFy3vYWXdClUYAn1QMmIJ+06DadhjoOpv6tQ8QDA+QSVZNOX4gPEA+G2Owe3qJuVbYIt2fId2fWa6KOINZNhZmgEOONp5kH/fQy07yJPHIc/zeVyCwCBOinHVcxyquooQG/pB3cj2v5Uke5Rme4gB7STKKh4dAI0CAzZzLuVzI5VxFDbWL80KPQ1gNUPouVN8/FSoj9PDUBxWJiRYlDZcSrYdn7dfR6VzFxpGrqMidx+6Sf2fEtw9Thgk4lejMPo9B4pI1+snrI0ScRtaPvo26zMvZ43gTNgM6HWlN2ewcznE4lWfXSI7erIscyx8JGxrNMT9roj7WRC3Ojgcwjrsu7e15RkZcKiqKZ7zFYjpDQy6dnXmamqZoqzxPtCQdFHPv6joZ+ZSNdDyMSbpIHvE39FsmpLM4+Site65n9eZfEwj3k02VM7E/TuEPDaJpHi07ryOfjU9rPr6ISbo/w0hbYtlYmA6naenksrEwDTwcdvM7XuS/GaYNUAQpI0Y9Br4T+gVIXGzSpOjjCb7Lc/ycJl7GBbybEhq4gddyA6/FxaWfPvLkMTAopwI/07sBOo7EsSWuKzEMDdPSZpU8Nm2ir4H005B6EPwbF6zBVEAXHN/Vt1xvpc9bzZP5t8LY1a/MnUdJ3xpaw1toD91P0tcKShBwKzBlGI2p3a0KiaOlyRr9SOESdCtpGr2eFakbCXqVuGMTmY+a+qWCKxVbBzLc3Znk6YEMo7ZXiJPrgoBR0COVCvpzLodTCWRHQYNiXdTHDXVRrqoOUeIr3FY6O/Nks5JQqHjXKxzW6eiwF9VYGMzJCfqTFA/pSJSnTqqcKIC0/tJ17Wu7EE14NG28k2hpK3YuSj4bRSkdITysQALLn8TNhzi887X0tF4y7fnopo50JfmUM5eXdeawbCycmQzRwpPcSiuPY+CnlBUYU+gcaBj4ieEnhkKRYZA9/J4utnMBN7OeG9AxMDCm5T2QUnFwX5KO1jTth1Ps35Okqz2D5ymkLNxUdF1Q3xRkbXOU+hUhGlaEWLkmUjSpViEMKP8QKr8f8gfAt5YTMg/ngfBYUpwa29HGtG5c5ePR/DvJqJJxz7VkhLWJN7My+Rp6A9voCD3AkG83WbO3sBNUGqYMItARSkOhUMLD1bJI4QACUwaJ59fTmL6G6uwlWPKlmvaUowhbgqbo6fm1aU3Z3Lp3gCf6MrhSURUwqItN3TQq7Ur2jeZ5cbiPX7VavH9dGS+vCh3tVFnMHfiRz3Mut3h3VFsq5tO5pI5Yxyc5hwCccddV0NN6KanROirqt1NR+zyhWA+a5iGlhpOP0HXgSvo7zyU5PItQogDpLtFVbJkF4fS86xWJQzzMo3yTJD2UshKLmbvgBIIQ5QQpZYQ2HuKrdLGdK/n4lOMlEw5PP9rP/Xd2c2BvglzGAwE+v04waKAbAsMUKAmeq9j9wijPbR0CIBA0WLshytU31nDRZeWEI3N3BQurEao+her5MtiHChoM82wwRCyBroGnoFTrwyLHw/n3csi9eNJjDBWkLvNyajNXkDa6SZntpMwORs1DjFqH8UQOhUJDoMkgZflNlNirCbsNhJ16Ik7DhJ09U44k7tOoCc29UdBSQinFHe0JfnRgiO6sw4qQRXiSePlEhAyNNVEfrlQcTtl86bkebqiLsE4zUKowfrEMBqUKctCLla8AYAgxrzloR3QVChbuxM9RgD5BPk9qpIHUSAMd+19JKNqNpttIzyKdqMbJR08caLoo0PQzI/w2Z5Z7Q5xZ7OdeHuGfcclRxaYJWxPPBIFGnBXkSbKXLTjkuIbPTGgwJBMOd/yyjfu39NDXk8U0NSqq/YTC00sUU0qRSrrsen6YF7YNUV0X5Jobq3ntmxoJhub2lovgRVD5SVTf1yC/H3xr5jUkETY1fLogTBc+YfN4/u1st1/LSbddR+aKIOzWEnZrIfuS21WhUHgFD8MM3teErbi8xpoXEZ7FQirFj/YP8ZNDw5hCsDHmn/XrMzTB2qiP4bzLr9tGWSsstIggn1f4/cW5ZpmMJBjUqK5ePHntmE/Dm8fKAE0XCE2c1MhSQPD4+NwxOPkII/3FESqTnkRoAsO/vFxMD3PsMVuWprWw/O5PQBtP8QjfxMOhlNVzNhSOxUeEUlZxiAcxsLiaz6KPvQ1KKZ7fNsyPbz3Avl2jxOIWq9ZFMCZoSXsyhBBEoiaRqInrSPp6c/z4toNse3KId394NZvOmV5i06Tjh68AzYfq/SrkdoG1Yt6SHg0cNoYO0Zry82DuvTzvvIbpGAonQyAQM/zo51yJLuCq+pPXpZ9KKKX4ycEhfnRwiLhlUFmkxSDuMwgYGruHcwyeB9H9DnX+4kiUJ5Me4bBOQ8MCSZ5PQGPYgCJ7TI7FDJlohobnSAzfiR6eI0tJmbMwOQR22sEKmcTq518ldZmly+mbqTVL0gzyON/GJkmcFUU1FI5gESROEwe4nz38DoBMxuXfv3eAf/ibFzi0L8nqdVFq6oIzNhSOxzA1auuDrFobYe/OEb786ef52f87SC43N9lcEbwIUfc1CL8CnA6w24qrw6AUOH1g7yMQ2shPR/+Kh1OvZq6GwmzpTnusjBpcVLV4i1SxebQ3zU8ODlNi6kUzFI7g1zWa437sRo2d5R6qSLulwUGXl70sSiCweKGgpoiBqQvy8xTCNwMmht9AOhOfwBYCUykq7YVRVbWTNoESH5GahauCOqURZqHx3qwfS6th2hGWPQvHoFA8ww8Z5CCVNM+LoXAEHxFMgmzj34kmzuKn/5jm8Qf7KK/0U99U/PIky6ezpjnKQF+e/7z9MN2dWf74k81zCksIqxFqvgiJ36GGfgy5nWCUglFV6FY5G5QEdwDcftCjEH8P8ZK3E+rJs6MnT9QSC96u2PEUGVdx44og1mkStx3MuXx/3yCuhKrw8TcnRUgfwNLT6GMCYh4GeS9KxoszXYPNr2usLfexvSHDoQ6X1TPsX3A8o6MugYDGtdfOzTM2V1ZETGKWxkheUh0svtEiBARKfIy2T9w4K61rhDxJ+QJ5FvJJm7oLa9DnuHE5Yziy6M/6+OUwxJKng23s5S6i1KItwKUpoZ625H4+f8sW+h5dR9Oq8JxzCk6GEIKKKj/BkM6Dd3fjOJKPfGYjweAcDAZhQOz1EDgflbgTkvdCbh9oZqERlR6e+oujXJBpcIcKfxtlEHs9InojIlAQjnlns8nOQZv+rKRyHm7QJ+NQwqG51OKGptOnD8SPDw5xMJGnOeZHw6Hav4u41Uap1UaFbz8BfQRdOIixOi6Fhqcs0l4p/fm1DNuNDNor6MutR52kLHV1tZ+DfXleSDnUDukE1OwWHM9TtLXZvPrVcc45Z3Fr/WM+jZfX+PnvQ+l5MRYAgmUBRtoTKKleSnikEIJI6TpXjCTxnyRnoVhIV6Kkova8qcWeljm9WTYWjmEfd+GSI7hAioluXufZr17Jvkc9zl0DwcDCvB2hsEnjyjCPPdCL36/zp3+1Yc4aDcJqQJR/EBV/K6QfQyV+D3YL5PsBF9BA+F5KhlQSlA14hd9pYTDrENEbIXwlwqweN/45FT7euCbE7buSlPi0BdvhD2Q9fLrGB8+KED1N9BU60zb3daVYFUmwueQB1oQfoNRqQxcuEg1bBrC9EJ6Koca8CAKFruUJG33EzVY0IXGljwF7FQdSr6A1fTE5GTvhXEIILl0d5r5cgu3tOV4WCMzYMySlYv/+LCtX+nj/+2uKVg48F66pD3BnW4akLYnMoefFZESqQ5hBEyfrYoVe8shkNQ2/VJydWpj+GKn+DKGKECuvbFiQ850e+MYepxfLxsIYI3TQyhOEqVywcz73qwoO319LdGUPdqAHKFmwcwdDBvVNIR66p4e1G6O85g+KczMQehSiN0LkBvAGwG4FuxWVPwRuH8gchTosC/Q4wremICFtNoJZgxCT79Tevj7Ms315dgzYbCg1570qIeNIejIeb10XPq1yFR7rbeeSstu5vPxpQsYgjgww6tTgqpOLHDlegJxXcvTfpshQ7jtAtX8P55b8F/uTr+TFxGux5fjYdixssKLez8Bojt0PZlm72j9t49S2JQcO5KiutvjLv2xY1CqIYzm7zGJTqcWz/TbNZvFDY7qlE6uL0L9vCCtogih4FQZNg3WZHPX5iUMUxUQpRXYwxzlv30AwvjgCWKckR3IWZn380tSzWDYWxmjjCbIMU8XGBTlf794A235eSaDEIRDWGKWTctYipqE0WCzCEZNA0OZXP2nh7PPiNK4sXgKTEAKMisIjeGFRsj9CpsYnzy/h/z45xJ5hl+a4MW8GQ8aVHEy4vKIuwPs2RRY8T2I+UEqRdR4hJP6FV1QcxqWM/vyak4YRToajggzZKxF4hI0Bzo//J/XB59g69Ha6c5vHPXd9lR9NQNmwZM8zOSoqDCoqTPRJPESep+jrcxgcdNi0KcRHP1rHpk1LR2pYE4L3NUfYNzJEb3Z+cheidRGG20axM4VqhGFDJ+RJrhlKLEiab6o3QyDuY+2rzsxeKLNmzjkLS9NYmHe/6t///d8jhOBjH/vY0Z/lcjn+9E//lLKyMsLhMDfddBO9vb3zPZWT0sceNIwJxXiKjZMXPHprLZkhk1itjYEPlzw26Xk/9/HUNgTpHyutdCbJvl5KrC4x+ZuL4zRGdHYPOdhe8eO2CVtycMTl5bV+/urCEkLzKaO9QEg1Qib/dUayXyCodzJoryblVszaUDgWhU7SraI/v4oy6yDXVn2Vi+I/xhQvtU0OGRpmUOONH6rkne+sRNMEe/Zk2bMnS0dHnv5+h/5+h46O/NGfG4bg5pur+frXVy0pQ+EIm8t93LQ6xEDOI+cW/3Poj1qUrSrBsz1yHqR1nctHkgviVXDzLpnBLGe9qZmKdYvbyG6ZpcG8eha2bt3KrbfeyubN43cZf/EXf8Hvfvc7fvnLXxKLxfizP/sz/uAP/oDHHntsPqczKRJJH3vwsTClQfvui9P2TJTyVVmEAB0DG5c8KXzMQWVtFgghaFwZZtsTAzzxUB9XXls99UGLzIZSiy9dWspXt42wY9CmMqBTEdDmvPuXStGScHEl3LgiyMfOi81LPHqhkbKPVP7LuN5WUk4VHZlK4lbxd8ISkwF7FUF9iM0lvyZmdvHIwB+TH5PM1gR0uS6f/pNa3vKWCh59dJQXX0yzZ0+WdLpQyltWZnL55UE2bQpyxRUxysqWZhnZEd62JsyOQZun+/Ksj5lFz6UpXRVnZCDLYVtwVibLy0ZTRR1/IpRSDB0cpfbcKja/pXnez3faIXyFx6yPP8OqIVKpFO94xzv4/ve/zy233HL056Ojo/zgBz/gZz/7GVdffTUAP/zhD9mwYQNPPvkkl1566XxNafK50kuOEawFMBakhJ2/L0MzJGZg/E7eZv5vBBNxpALjgS3dvPyaqlPC5b66xOSrLy/jZ3uT/M/BDHuHXerCOuFZxI+lUgzmJL0Zj4awwXs3RXhVY2DSEIdCMcABOthKjgQSF4sQFayngYuK2iJ7rniyl3TuCzje8xj6OhIuQG4e5SoEGa8MRwZZEXoSTTg81P8R8jJK2NDYM5oDoLzc5A1vKOcNbyhHSkU+LxFC4PMtfGnsXAiaGp85P87ntw7x/IDNuhITXxENBltBoiHO6p29vGJ7K2ZjeF4l1o8YCsHyAJf+8bmFfIllZojF3BIcl6aHd96MhT/90z/lNa95Dddee+04Y2Hbtm04jsO111579GfNzc00NjbyxBNPTGgs5PN58vn80X8nEomiztUhg4czp5bG06Xz+TC9e4LEao53JSo8FkZkZSIqqwPs3jHK/j0J1m04Mat9KRKxND50doyLqvz8eHeSnUMObUlJmV+jxKfj0ydvYqRUQTthICtJOpJSv87rVgV594YINZOUryoULTzKHu6kk+3kSSA40idAoWNSymqauYF13ICfxVW8k2qYdP7LY4bCeoSwcGVuQc7tqACDdhONwW1cUf5dHu7/cyzNJOVKPKnGtR7XNLGoIktzpTKo84WL4nxl2wjP9OWpCuqU++fm6VJK0ZeVDOQ8Xr4ixLtX1vH8rnYGD4xQtqZkXgwqpRRDh0YxgwZXfvJiqjZVFP0cy5y6zIux8POf/5xnn32WrVu3nvC7np4eLMuipKRk3M+rqqro6emZcLy/+7u/44tf/OJ8TBUASUFhbj5FmI6w9744Tk7DF55IQXHxLMpw1KCrPcNj9/eeMsbCEc6v9HFuhcWuQYd72zI83JWjPeViewohwNLE0S6BnuJonkPQ1KgO6rxnRYSr6vzUhif/Ong4bOXfeIFf4mEToZoSGsZ9ZhyyjNLGo3yTFh7nlfwVERYnrKOUIpv/Hq73DIa+DjGWcCUXUHfeVX6G7EZWhJ5i1KmlM/NWlAJPKfRFUuKcL6qCBrdcUspP9yf5n0MZ9o64NEV0ArMQMsq4ktakR9gU3Nwc4W1rw4RMjfhfX8rDX3ua/t1DlK4umVAKerZ4tsfgwRGCpX5e/omLWXF5fdHGPuMQVqHaa9bHz01dd74ourHQ3t7ORz/6Ue655x78/uKU23z605/m4x//+NF/JxIJGhqKV/d7JLFRzfNi7eQFLU9GCZZOrLy2EMmVkyGEIFpi8vSjA7zrQ2vmLDO90GhCcFa5xVnlFu/bJGlJOLQmXQ6PunRnXPJuoZW3XxesjBo0RQ2aIiaNEQPfFB0MFYqn+QHP8TNCVBCifMLnmQQoZRUuOdp4inu5hev5W4IsvOKg4z1A3r0HTWtAHBM/1RZ4kXZUgLRbxobo3bwwsonu3GaMJaCTMB9ELI0Pb4pxUYWf7+9KsHfEwZUulUGduKWN86YcjysVI3lJX87DFIKzy0w+uDHKOeUvvXdNL6vjui9dwRPf3k73830EKwKEK4Nz9mCk+7Ok+zNUn1XOpX9yPjWbF658/PTEhDl5qRfPw3wyim4sbNu2jb6+Ps4///yjP/M8j4cffph//dd/5a677sK2bUZGRsZ5F3p7e6munngX5vP58Pnmr849SCkmPhyys2pDPV2G2/zkkjrh8omymQX6Igt5hKMmo6M2vd1Z6hqWXvb5dIn6NDZX+NhcUZzreYiH2cEvT2ooHIuBnwrW08V2nuI2XslfFWUe00XKPjL2DwCBJkrG/c6viwVvr5H2SinXD3FZ+c94enjdadW1cyIuqPSxuaycbf157m7P8HSfzb5RF6UUmhBHw2NKKfJeIWdGCEHM0rihIcirGgKcX+Gb0Kiq2lTBq7/2Sp7/j928+Ku99O0aJFQRIFQeHKf0OBVKKtIDBSPBF7E4/91nce7bN+ILLw0di2WWHkU3Fq655hp27Ngx7mfvfe97aW5u5q/+6q9oaGjANE3uu+8+brrpJgD27t1LW1sbL3vZy4o9nWnhJ0aEGoZomdZiMFuG2/zYaR2rcbwH40iTHd8ix7iDIYOeziwdrZlT2lgoJgrFXu7Ew53RZ8PAIkIVLTzKKO8iRu08znI8WftHeLIFQ9twwu/CpoYGSAULt8EXDNmN1Ab2c621BThxXqcbpi64tNrPpdV+utMuhxIurUmX/aM2wzmJLcHSoMyvs6bEpClssCpmUD0N6XUraHLRH22m8dIa9t55mMMPt9O7axAzoOOL+PCFTYzA+Hb2SincnEs+6ZBP2jhZl2BZgI2vW8P6G1dTffZyfkLRmHM1xNzCEH//93/Ppz/9aT760Y/yjW98AyjIFXziE5/g5z//Ofl8nuuvv57vfOc7VFVNX8a76MZCJBLhrLPOGvezUChEWVnZ0Z//0R/9ER//+McpLS0lGo3y53/+57zsZS9blEoIKLQsrmQDveya1/MMtRY+QOI4D38hudJcsNLNydD1wm6nozXNJVcs3zwABthPF8/NKvcgSBm97OIQD3Eeb5uH2Z2IJ9uxvYfQRfWEapgRU8fQBI5URc3anwqpTFJOjFXRB5HqvSd4PE5nakIGNSGDy2uKO27VpgqqNlVw3rs2cfihNloe72SkNUGyJ42Tc8fyaVShekIpDJ+BFTap2lhG02V1rLyqkehyJ8niM2dRptmHIeZTrmBRFBz/+Z//GU3TuOmmm8ZZOYtJFZvYwX8fXbjng9EuH5pxYoKZS44AJRgE5uW8M2Wwf2Ey5k8F2nmaPElKaJzxsQINizD7uXvBjAXbfQilhtG0TRP+3q8LSiydgZyLT1+4CoS8VEhVTszswnEfxWe+dsHOfboTqQqx+S0b2PyWDdhpm5G2BCPtSZyMg+dIdFPDDBjEGqKUNEaXQw2nKfMtV7AgxsKDDz447t9+v59vf/vbfPvb316I00+LJl5GjFqS9FDC/DRNcfMaQhtvLCgUCknsuMz6xULTBPnc0qzzXQyyDFPwPc3uvTEJkGV0Xo3QIyiVxXa3IMTk8tRCCBpCFv05d0FDERlXUh/y49d95N0tWMaNJ+0DsszssEIWlRvKqdwwf+HUZaZgzr0hCgnwx0sETJW7V0y5golY7g0xho8wa7mOrfwARd28VCYoeaKeikMWkwDRRSqxOx4hCrr8SxmpJF2ZAdrSvbSme2lL95Jx8zjSxdQMomaQpnA1TaEqmkLVVPhnX5fu4czJiCt8jhQSd96NBcfbiifb0bVVJ31eVcAgZGikXUlkAaSsXanQBNQFTXStBs/bgytfxNTPmfdzL7PMwqMxt04KhWOPr/j7/Oc/zxe+8IUJjyi2XMFELBsLx7CO69jD7xmhnThNRR/f8EnUMZt2icQlTyXNi14JcQQpwedfmju+rswAD/U+x11dT9OXHSblZpFjGea60NCEhlQSV3mgQBcaYTNIQ6iSG2ov5sqqc4n7ZpZEWkg6nb3x5OFgEcBg/rv2efIA4B3VVJgMUxOsjvh4YTiLK9X8ljIqSDqSmqBBZcBACBNFK548uGwsLHOaIphbyVHh2Pb2dqLRl+T/J/MqzIdcwUQsGwvHUEI9F/AuHuafxvo0FDf5J1Di4rkvfYjyJAhRRhmri3qeuaCUIhJdWhKvO0cO85v2x3i8/0WG8gnCRoC4FaYmUIahTW7YONIl5WTZl2hnx/AhfnTwLq6pOZ/XNVxOQ2h6WcDlrEOg45LHmIVBl2WYlVyxICEm19vNdGVmG8MmfTmH7oxb6BMxT9NLuZKAobGhxH9MyaSG5x1kCaliL7PMkiMajY4zFiZjPuQKJmLZWDiOZl5DG09zkAfGdvzFu6OVNuUBgVJgizQ6FpVsQFsib4NShR10XWNwkWdSIOPm+EXLA/yy9QFG7RSV/jgbY01ox5eTTIKpGcR9EeK+CK706M+P8NND9/BAz3bevfp6Xl13KYZ28mvfyCXEaSJJN3FWzGj+eVIY+FjLq2Z03GxQKocnDyPEiQbukff12FCMJgQbS/wknAwjjkeJWXyDIecpPKXYFPUTMV8y6oQI4crdqDF9gWWWOb0oThhiuiyUXMHSWKWWEDoGV/AR0vTTy04qWF80g6G0KYduKrJ2Ds3nUcVZBCkrytjFIJf18Pn1JWEs7Bw5zHf3/g/PDe2nzBdjY2zFnBYWQ9OpCZRR5Y/Tnu7j6zv/k6cGdvPhda87qZfBxE9p16U8se87uG0ZRjrzeI7E8OmU1YcobwxTt76EWOX4ShaFYpQOqtlELfPvbvdkB0olUMKPIzuRJPEYQao0L8mICzQRQCOOToSAEebceIhnh/JFNxiyrsSWirVRH43h8d8fQRip+lFqECGWE/GWOd1YWGNhoeQKlo2FCYhQxbV8jnv5W3rZSSkri6LsGG/KoIWT5FMaTb4N85IXMRfSKZdQ2KC+cXEFmR7pfZ5/2vULBvIjrInU4dOLV+qlCY2mcDUpJ8uDPc/Snu7lM2e/i+bY+PdCKcXWrVu5++67efzJR2kZHSKv2vDpQTRNQ3oKJQs17OFSHxteXs0519XTdHYpCBjmMH6iXMj70JjfHBBPJUh7vyevduIpUGOiLgIdMI6GQBQKT43gMggohDII+MKcXbqCF4diDNseEVObUw6DUpBwPDQB62M+1kZ9Jxh5QvhQKoEkgTaPImjLLLNMgWLIFQh1xEd5CpFIJIjFYoyOjk4rpjNbkvTwCN+klcexCM6pvDFPiiHVwoN/cT3pFzZw1tomFlx3dwoO7Elw4WXlfPbvFi/x7KGe5/jarv8g6+ZZFa6dVze1Jz32JjuoC5bz+c03s6FkBQADAwP84Ac/4J577iGfz1NZWUmo1EePtp0MQ1iE0PEhAOlJkoN5Ev05/GGTc15bw+Z3m8SjpVzBx1jLNfM2f6nSjHq/ICXvRHr7MJ0WEGWFBMepLpsChYsii8Il40Q5lFhFfzaKoemEDG1mZZUKclKRcSUxS6M55qf6OBXBo09VWaTsIhL4Noa+fiYveZkFJO26tGWyDOVtbFnwThmaIGIYNIWClJjmKRNGWog148g5bn7wDqzw7DdcdirN7a947byvbzNl2bNwEiJUcz1fYhe/5Vl+Qi8vEqCMCJXTyjNQKPIkSNIDCNaIq2m8/g38YFsfrqswpmhgtJDYtodScNWrFq+Ec+vAbr6+6z/Juva8GwoAuqbTHG1gT6KNL+/4Mbec934ybcP8wz/8AwcOHKC+vn5cQlA9F9HLLtL0YZNBx0TTDYKVgkClj5GBFI/8x146X6jli5/5S9aumD9DISu3M+zdSk7uQBclGKIBTfSihDk9G1SAwEAQAQVhM8vG0ufoSdfTnmogYfsQAvy6hnlM185xKHCUIu+po4qQqyIW66I+/CdtRCZeGmCZJYMjJduGRnhuZJRdiSTtmQxJxyMnj3iqCu+YpWmEDYNqv48N0QibYlEuKyslbC4vJwUWNgyxUCy/u1OgY3I2f0A9F7CHOznAvfSzDxD4COMjjEEADa3g5sUhr5IMqmH61CiusojSRB0XoDgP/yUjhGskfT1ZauuXTv+Fvp4cdY1Bzr90cXIoBnOjfGvPr0g4KdZFGhZsx6IJjfXRRnaPtvKFO79D+pd76e3pYcOGDejHKRyaBKjnAvIkSdDFKJ14FARUBDr15asJxqrp3DnAbV/4NXVfPJempuKGmpRyGPZ+RFL+N55K4RNj7afFAC/dzmd47QQIApj4qQ13UxXqYzi7kp5MHaOOIufIQtbDBGu7qQkChmBt0EdN0CBsTifk4o1pni+XQywFBvJ5Huob4M7uPg6m0jhSEtB1woZBjd9PQNeOfh+VUthSknI92tJZdieS/Lqjm9qAn+uqK3hlZQUrQnPrhLnM0mTZWJgmcZp4GR/mXN5KC4/Rww562UWGITIMkVQ5DnkJerwcfTJPThlIDAxMLNUH3AniTvBB9spzSfy0mZoqQVwvoVJUEiN6omLTAiGlIpVwuOkdKwhOo5FNsVFK8cODd3Iw2UlztGnBbzS60KhXce78/n9ROmxwxbmXommTW/c+IlSwnnLWofBQqLE25wJMiDRXsGfPHr72ta/xj//4jwQCxZHxlirHoPtNUvIOdFGGTzQfc60MVKFFFLPemQiBThQNm/LgHqqDoyh1DmlHJ+VIcp5CotAQGJogbGiEzcJjJp0kFTZgTVi5sczC4UjJbzq7+VlrB725PAFdpyEYIHASGXAhBD5dx6frlPmso+P05PL84FAbv+ro5obqSt6zspGoeaYag8uehWWAACVs4DVs4DVIJXlGPsI93l086j3FkDLQVIyYKKVaRAkTxjpOIEcqycD1Kfbcl6KzXdDd0MUBsZ8yUU6DaKBSVKIvsAxue0ua+sbQooUgHu17gS2dT1EXqDipbsJ8oZSi7a4XsDsTpBrLSboZYtbUC1lBBPrEr5BhGKxZs4bt27fzi1/8gve85z1FmKPDoPsNkvIOTFGPLmLHTSZMYafuMNevtRAWmori0oOhKSr851OJC24SsilIj0ImAdIrZDQKAboJ4RgEYxAIQzAC1sQCMUql0EQFmqic0zyXmT2HUmm+d+AwTw4OEzZ0mqMR9Fka6aam0RAMUK/8DNg2P2/r5LmRUT64egUXl8bPQC9DcUSZlhrLxsIsaZWt3ObcxjPeM6RUijJRxtliJfoUi50mNCobLOQ7Rzn4jQZ8aQsZztIre+ill4iIsF5bT42oXhBPQzLh4HmKP3zvSiqq5l9l8Hgc6fLvB7fgKW/G6orFYvhQLx1P7qOkspSscDmQ7OSCsrkl3vn9fkpLS/nVr37F1VdffYJ060xQSjHs/WDMUGhAFxMkPQkDtDDIIRBz92QIYaB5EdRIG+5AH0bSRHjOWJRDgG6MfT7HQh+uDZnRMeNBA9OCeDWU10G0bNxnWakUhv7yM3ARWXyUUtzd08f3DrbQl8+zKhgkaBRnGRBCUOHzUWKaHEyl+b8v7uGm+lret7IR4ySeumVODZaNhRniKpc73Dv4sftjemQPDVoDTWLmrvPK64cYfibKwIMlRDZ4+DQLT0lSpHhWbqNeNNCsrccn5m8B9zxFZ2uaq19dw5XXLo5X4ZnBPRxIdtIQXLxdZucz+3GyeULVJQjp0JcbJulkiJhz05uorq7mxRdf5KGHHuKd73znrMfJqq0k5K8xROXEhsIRRBzon/V5juIpjL4Uel8SkbVRZFC+OMJXMr3OU1KCk4feFhhoh1AJVK+Estoxo0Gi62vmPs9lZoRSil93dnPrgcOAYFNk8oZjc8HUNNZHIvTl8vykpZ206/Jna1dhnjEGw+kZhlias1qidMtuPpf/HP9k/xMZlWGjtpGYiM3qC6cZihXv6yLQkCe9P4ga62UQE1F8+GmRh3nce4Je1TsPr6SQp3BoX5Km1WHe8f7VaAvVfvA47u7aiqskAWNxemPkk1m6tx/CFwuNxWNNbOnSlRmc89hCCGKxGFu2bMFxnFmN4akEw95tKJXDEBUnfa7SooW8CTX7rqFa0sba24fROoSwXWTQQoVNPDOD0rxpDqKBLwCROFhBSA3Dge1wYDsqPwRY6GLlrOe4zOy4o6uH7x44jKlpC5KEWOn3UeP38d8dXXznwGFceaZ0sxVFeCw9lo2FadIiW/hc/nM85D1Eg9ZAo9Y4bdnhyQg05Fn7yVascofU/uDRe7xPWJSIOGlSbPe20yHbi/AKXuKIoVBVG+Ajn9lIZXVxEvBmSluql60Du6nylyzK+QGSXYPkU1l80SPXQGBqBh2ZPlw5zcXxJMTjcQYGBmhvn917OOr9hLzcjSWm0T9Eq0CJIKjszE8kwehMYO7tQ0vkkAETGbAKCz8mSrl4anjmxY6GAaFYIX+hvw3Z8Qj6sB9D2zzzOS4za54cGCoYCkKjrkgJt9OhxLKo8fv5VXsX/9nWuWDnXVwEL3kXZvNYNhZOWVplK1/If4HdcjcbtA2Ei5jFHducZu2nWvFXOKT2BZFjjaY0IYgSQyJ5Qe6gvUgGg+tIDuxJUFUT4KOf2ci6DbGpD5on9iRaGbXTlFqLJzyS6hlBuhL9mBrxgGaR9fIknPScxw+FQqTTadra2mZ8rKv6SMm7MEQ5Qkwjs1xYoNUjlF3IHZgunsI8PIjRPgwCZMgCffytQQijIOCk8jN8FWOYFipcgiKH795OxEO/mtkcl5k1I7bNrQdbyHgeDcGF3xjELYuYafDztg52J5ILfv5lisOysTAFvbKXW/K3cEAeYIO2AUMUP82j5PwU6z7TQnBljtTeEPZQ4RxCQGTMMNkpX6Rbds/pPEMDeQ7sTbJqXYRPfvEsNm4umevU50RLqgfF4jYTyiUyJ9jxuqYV8kfcWezQj0PTCjXqg4MzD2uk5UO4agCd6edzKL22IMyEPb0DpMI8NIjel0L5DZTPYOLEWh2lFIrMtOdywqmCOYSMY/VUw++/D/f9ZNlgmGeUUtx+uI19yRSrQ4un61Lj9zPiOHzvwCFSjo2cQ6hs6XN6hiGWExxPgqc8vuN8h51yJxu0DfNa0hjdlOasfzxA+4+r6d1Shj1kEmzMoVmKMGESJNgpdxITUYJiZl962/ZoP5zB8mm84a2NvOU9K5dEG+o9o2349cXJVTiC8uQErvWCqHfSmf3CeDyeN7OQhlQ2Ke9ONBEEAS42CoWOgUCbXHZcRECrAtkBWCevqJFgtgyjD6RRARN1UtVFEEJHkkYjOtZ3YvooIVG+HL5Da9ACKyDYA3ffDoEIXP6GGY21zPR5anCY33f3UhvwL3hFQl66JJwcSTdPwskxmM/y00Qfj/e/SGPILeROBEtpjlbSFIrTFIqzIhSfc3h38Tk9ExyXjYWTcJd3Fw+5D7FCWzEvHoXjseIuq/68g5ILk7T+sIb0oSBCU/iq80TCUUYYYrfczfnaBVPuxpVSJBMOfd05lIKVa8O864NrOO/i0iVRspbz8rSkugkbi5MvcQTdmvh91YXOsF0cl6lSCsuaWTOsnNrBsNhJUihGxf1I4QEKgUZARShTDZSoavTjv8JCoIz1CGcIVKpgPEyCPpBC7x/zKExhKIwdgVI2khz6DA1WL5xET8QIHBqrgohXg9sBW34ADc3Q2Dyj8ZaZmkL1Qxc5z2PlAnkVFIphO0tndpTubIK8dMdapAsMTUMTOl05k0q/jS1dnh5q57GBwwCEDB8bopXcUNPM5eUrCJuLu5FYZjzLxsIkdMpObnduxyd8RE5ywy02QkDZZaPEzkky9GSMvrtLSe4MkW33Y/gt2kIjxKLtrA6Pl0SWUpHNeKRTDumUi53zCEVMzru4jKtvrOH8S8sWRZ3xeOyUzUhrko4DvUSeMvEpk4CpgQlemcKrVngVLNgnM1gWLSgFqPHhEF0IbM+d8/iO46DrOrW1tdM+ZpDt7OELDGr7UMKHoSx0pQMaCklC9JMQ/fhUiHLVSJVajXbsbkQLo4x1aM7zKOXABPkOIutidI6CBmpaEs3wknvUhhl0YZVWHqEEgf3NaPYxpcDlddC2C373Pfijv59UxGmZ2bEvmeL5kQQ1/vk3yBWKvlyKg6lBhu0MrpL4dZOI4R+n7hlUkHBAEaU28JJPTypFys2zfbiTZ4Y6qAtGubG6mZsaNp96RoPUC4+5HL8EWfzVY4nyQ+eHdMpONmobF+X8RkhSec0wFVcPk9wdZGRrlMTuEAOHBXt6O8i3BbHGmgYpBSgIBA1CUYNzLihl3cYo519azpr181NLPRPyCZu2R7s4fF87wwcT2CmbTCZHRTKELvSCe1QJEArlBxkCp1mSv1DirFXMZ4fncFUJus/EzTmYgWN3/4KxjghzIpVKEQ6Hp90jopv72M03SfEiBgaWKjkh5GCpABIPmywd2i6yKkmT3Dzey6A1oLQ+hNeJ0krGejGMIcHsGEHkHGR4ZjdiIQSS/LTfEqV5yGAGX+tKzN7jtDyEgJrVsG8bPPIruOYdM5rLMifn/r4Bko5L4zxXP+Sly95EP+2ZYTwUId3CnEScThOFt709I6gPqKNRMk0IoqafqOnHkR49uSS3HXySJwZb+eDqSzm/tH5eX0NxWQ5DnDG0yBae8J6gRqtZ9PiZEBDdmCG6sRA/t7OKna1dXDVYxyXe5XiuQjcEPr9OVU2AusYgPt/SsEwzA1n2/PdBDt3bTrI7jW5o+Ep8hGtD+Awfub4WDE2BZgIKJIgsiKzA/6iG7ykNt1GRu1ySv1jOy6c1UltKqDxKejCBGSgd97vZtiM/lv7+fs455xwqK6dOUuzjcXbxz3gqT0CZgH/SOWjo+AnjKptB0Y6maTTKzS95GISGMjeByoAaAWJHDQZtNIs2lEEFzFmohGqAi0IipripKeHhRkcxByoJ7F8/8Wux/BAugYd/CedeDWU1M5zPMhORdl3u7+2n1JrfNtK9uSS7E72MODlCuoVPn/pLGtBh2IERB+ITROdMTachWEKVP8zuRC+ffeFO3lB/Fu9ZeSF+ffFzrc5Ulo2FCXjQfZARNUKdqFvsqZyAFRDE1uXZL7bwcf/rMadTUrfAKKVoebCT536wi+HDo/hLfJStK0E7Ji6uPIVAjE+G10CFQIUUsrxgOBitgvBhHesFQeb1Hl6R1xLdMqi/dD07/+sxlJSIsSQwhZpRc6SJcBwH13W58cYbp7xh5xhkN9/EI0OIJjLsZzpfTwMLv4IB0U5IxKlQx3gwRBBlno9wtoEaBWKAhjGQBqVQxmyMyoKxgPLGeyuOQ2ljhsJQGeEXzkOzT+LBiFcXwhEvPASvfOss5nT6oZRi10iOwymbrKuwNEFlwOD8sgA+feoNTEs6w7BtUzuPXoX2zDA7R3twlCRuBqZtlJgC0hISjiBuTV4NY2kG6yOV9OfT/LhlGz3ZJJ9ovmrphyWUVnjM5fglyLKxcBxpleYu765ZKzMuBNWimoPqINvkNi7VL13s6Ywjn7B55rs7OHh3G0JA+YY42gQ3N1MzsHSDnGczWatiFQCvQSGy4HtWw2jVyL7WI3eZLGp1Ue0Fqzn84A5SvSNEagreBVd6RPxzSwo7fPgwq1ev5vLLL5/yuX08QoZOojQjcCkkM05vMTewsMkyINooUw3H5S9EUOYFCOdZhBxG5P1oo9lCieScmPwmL00bGU5h9lcQeuE8tNwUC5amFZpPPbMFLn8jWEt8MZhHcq7kkd40WzoT7BjOknULrnqlwNBgRdjihroo19RGKPdP/h62pjPkpMQ/TxUQbZlhXhztASBm+pnJF/LIbTU5jZQgIQSV/jBBw+Sunr3YyuUzG68htEiKr9NDBzUX7+7S8Awfz9I0YRaRp72n6ZSdVImqxZ7KpARFEFe5POg+uNhTGUd2OMfDt2xl7/8eIljuJ746NqGhAIWbQIkVmZZKogqAu0qh5SD0c53AXdrJ1qoZEyyNsO7VF+DZLnamIDokUcTM2RsLQ0NDGIbB+9//fsLhk4t4SVw6uRMdPxo6s3lxPhUkI0ZJiQn0HLQIyroIpdchsqPIkIM05mZtHZmhVJK8tMnIDGmVJh3qJ+cbxW2pwNx+9tSGwhHi1dDTAnuemtO8TmWG8y5/+3wPtzzfw7bBDGWWwYaYjw0xPxtL/DSGLLoyLv+yu59PPt3J7pHcpGO1pAv6IfOx4enOJdg5ZiiEDR+zsdwNAcP29I8LGz5Wh8t4sPcg/7znkaKoqy4zM5Y9C8dxUB5EoU5oLb3UiIooO+QOpJKLnlcBBY/Co19+hvYnuomviWEGpv5oxcwQ7dNdGAV41QptCEJ36KBB9lXF8zA0XNpM/+4OOp7eT6SuFKFB2JydCzeZTNLd3c2b3vSmaXkVhnmBJPsJcCTsdeT9nL7RoGMiSTMsuoiqCXpIiCDKOB/fk/24jXlUqQNpA+yTaDZMhII8ElsmsJWHoxwkHrpfYoUkuVGd/p0BUp1DmOJxgiJIXI9TbpRTaZyk/brlB+nC4R2w+crpz+c0IeV4fPn5Xh7vS7M64iM4QSmrX9dYEbZwpWJ/Is8Xn+vhb8+rYW3sxF32/lQK/zy0e896NrtGe/GUIjqHcICpQcYDRxb+fzoEDYumUJy7e/dyVkk1b6g/a9bnn1eWwxBnBrvl7iVvKACERZhhNUy36l703AolFU9/63naH++mdG0M4yTu0WMJGwEEBbVEfZoGjywFlCJ4h45XBvYFxVGC03SNzW+7Es926dh+ALM8SMSYedfJgYEBent7ueGGG/jwhz88rZ1dlh4kLgaF8wkMBAYKd0a2kK50sqQm/b09Kkk+X0PucB3uphyBqiHKYwMIR0NkDYSa/GxSKbLKJSNtbOUBKTRNYIUVhqWQeYPsoSCJPTH0rEFYkzjKISlTDHvDHLYPE9EjNJiN1Jg1hLQJrq0vCG07Z/CKTx9+dGCIJ/rTrI368E+Rk2BogvUxH3tG83ztxT6+dWkd1nHHJB0Po8jN4RSK3Yk+km6euBVgLpZ6ofcoeGqyIOTEREw/ITvLj1u2cV68lqZQ6dQHLTgacwslLBsLS56cynFYHSbCwukqzJYwYbpVN62qlToW11g4dF87h+9rJ9oYnrahAFDmjxI2/WTcPJEZ7OJlGeidEPqtjrtKIuOTP1cpG1QacAFR0BwQkQkz+a2Qn/PeczWjZh65Y4ie1k4aGxunJaiUy+VobW3F5/Pxtre9jfe///34fNPbeXkc504WGhpRXPqmdfzRwxB4x8g8KwUdI1GeamtgT285be1BbO9a3LQJWwWWaVMSGmJN1X42V+/k4srthLQcwtHA1cATBU+CdBmVNp7hYfgUQVOgG4AEJ2Uxui9EtjNYGLcwEXQ0dOHDT+EaeMojI7O8mHuRQ/ZB1vrW0mg1oR/7PgQiMNAF6QSEFq9fyEIzmHO5rytJmWVMaSgcQROCVRGLfYkcWwcyXF41PtTlKIlWZNngzuwoXdlRIoZvzpVCYqw5qpxFOLEhWMKuRC/fO/AEf3v2DRjz4EGZE8uehdOfdtVOSqWoFNPX4l8sDGEgkbTJNi7TL1u0eaR6Mzz3w10IXeCfwB16MnSh0xCsZOdoCwWNt+njVSuMVo3gb3VS7/LGHawA5AjS60TJLlA2hX1MoRucECGEUY/QahFivJGi/DoNbz6fP3jtOTz7P49w8OBBNE2jtLSUcDiM3+9HCIFSimw2SyqVYnBwEE3TWLt2LR/4wAe46KKLZhQr1jnRGNFFCa6aWS8QhUIb+0rv7Svnjp3rea6zhkTeh89wieZGictRNN1AIbBdg+HRCh4YbeD+w6+gOtDHNbWP8po1dxMOppCi4E2wlYehwJIa0pbk+304IzGcUYtcrx/lTX1z04VORA+jFKRlih3ZHfS5/Wz0bSCijxnngTAMdEBfG6xcoi7meeCR3hR9OZfm6MxEqfy6hivh7s4kl1WGThAVU0VM7PGUZH9ygEJX1rkvzkdmNpuUCiEEK0KlPDnQyuMDLVxZOY2OrMvMmWVj4RgSKoGNjY+lnGk7nqRa3C5uu/5zP6MtSco3nmR7fxJqAmUcSHaR82wC+gzCPzp4lRLfMxr5iyTOhsLtR6kU0tmJkoOAC8IHIsRL1oREqTTKeRHEAYRWh2Y0I8bkvHuyg6yIVPPh696NvOEdPP7449x9993s27ePrq4ucrncUWMhEAgQiUS46qqruO6667j44oun7U04FpMYBREoG23McNAIA4Ub/nR3cVJ4KDvGL3ds4rc7m0nkfFRE0lRHkwgBRmYEgyxSFOYYFHlKKHTWdFydvkScH4/8Ic/sv4S3xv+XkPEkGSHxCRNTakhbkE856DKOJqK4QL+u0efTGdQ0xhqmoiuISkm1J6l0vXHfJiEgrIdxlUuP082oN8rmwGaqjSowfeDkITU842t4KvNIbxpL09BnETao9BtsH8oymPfGVUcEdB2viE26enNJUm6eSJGqEJQqfBZmu4cOGRYSxd09+3h5xaqlVbm27Fk4/XFwlkzC4HRxcBbt3JnBLIcf7CBY4Z+06mEqQmaA2mAZh1Pd+DRzRtoGKgyiH3xbNZwNHkqOIJ3tKJUAEQYiE+xcNBCRMb36HMo7hFQZNPNc8lKR8nK8r/6yQoOrIFx77bVce+21JJNJ2tra6Ovrw/M8DMOgurqaxsZGgsGZ5zYcSynnE6SWLL2EaABAF6UI5UORQzB1iEbikcxE+PVD72Vn+3pKgjnWVgyOf/0nWTxM4VEnBqgUw+xx6vib3nfxCi3IdfpDeJrAA5SSuOjs9UXY7g9wwDLICEFWEwh1zG6Rwv/7lCKgoN71uCBnc5btcETh1xAGcT1OQiZ4Lruds/2bqTPHJLHdxftMLwaDOZeAPrvFLqALUnmPpDPeWFgVCvLCyGhR5qdQdGRHUVC0e6OrCuJM1hyGq/JH2DbUwaHUIKsj5UWZV1FQcyydnFPZ5fyxbCyc4ixmq9e2h7vI9GUpay6Z0zjrog0M5kZJupkZlyvKuMLaoSH6knix7SiVBBGfcqdR+H0AhYmS3XgOHMyUc1HZRl7fcMUJz49EImzatIlNmzbNaH7TwSRELdezn++jqEcgEMKPKWqx1SGYhrEwlNX51YPvo619PStKR/Gbs+trIXAoZT+9qox75VsJahZXqntxhOCpQJingqV0GyE8IKwUEamo8OQJO0QF5AVkhMYuy2CnZVDuSS7K2Vyes4lJBQKiWpSETLIj9wKG0Kk6amqcOczpGzz2OT/+iq0KF69xVMLJMZBPEyyieqIrIX6M3PNsKDEDdGYS3N93YGkZC6cpp84WegEwMNCEVpSeAAuBQOATixMyUUpxYEsrul+ftVfhCH7dYn2soDyYlzPbVcoYaAmwtneNeRRKZuSSFMIAEaU700OJnuTD61+PbybhkCJRzSuwiJPlpTwFQ9QCBmoK75ErJf/71Os50LGZlWUjkxsKU3UqRTHs5XGUpFobwk+O37uv5z7tAm4tqeK/opX06n4qPY8Vrke5JwkqNeFNRAB+BaVS0uh61LkeaU1wR9jPv5aEec5nFhY4AVEtgqNcdmReIC/zYCz9aqRiUurTyc8m0w/IexJT0wgdV2rZFAxiCA1bzv1eNuJkcaXEKmIioUIQneNWVQhB2LTYOtg+5ilcIhwJQ8zlsQRZmrNaJMKEMTGxj8koX8oooQiKubnAZ0umP0uyM00gXhxjpTZQRkOwkrSbm5ngigCluxgtolDlMIutyqgrSLg6b65Jsy46gUbBAhBmBSt5Gw5J8gwAoFOKTimS9KR7bYnHE4ea2X3oUlbEcviMk1y7KdpQpzyHvHIxx1zNpWKAXi3I93kre/UyahyHOlfhm8V92QAqPUmT4zGga/woEuTn4QBpIY56GPJOik7VjxdYmHbKS4XLKkNkXYmcxYLXl3PZVOKj8rgqpKZQkIhpMOrMPaSTcPJj/1ecvABPgSYUEXPuC3zE8NGTSzLiZIsws2KhF+Gx9Fg2Fo6hQWsgLMKk1OS16ksFT3kIJWgUjYty/pHWJHbKxooUyTUpYFPJSmr8ZSSczIwMBunPYLaFEXLmcxl1PLpyLq+vKeGNVYN49pMzHqNYrORtrOAPyTNEmnakkPi0ZgQWisy45yoULjbdWcXD299ASAsS9Z38mskjjaMmWJRs5ZGUDjoFkSaJ4LDpJ+UbJOfWIBKX4GM2jafGowN1rkdUSh4JWtweDTKqiYI0uO2jy0xwX3D/nM5xqnFVdZgyv8FAbmaho7xX8BrcUB89wUgu81lcUhqnP5+f6NBpo1AM25lCZ9gikXEhYkBpERxIYcNHys3Tmj6zkmIXg2Vj4RhCIkSjaCR1EmGbpUKaNGERpkmbXuvjYpNoSyJdhW4Wzwo2NJ1zS9dQEygj4Waw5dQ3T4WHDKQRaT/64My8HAN5l66cy+uqI3xoVSWGJvByd812+nNGoLGeD9HMn6ITIMEeMmIQIWrxyCEpqCXmyZAWIzjCpu3wNSRGVtIQS085vgqYKENDuCe6phPSRiLHSu7gsOmjx7DwK4egGGHQPh9HlhTttUaUos7x2Okz+XE0SFIIQrZiNBbg3/L/zYg7UrRzLXWqAiZXVYfpzbnY3vTCBkopDqdsVkUsLq2Y2BNzbXUFpqaRcWeXvwJgS4+M52AUKbFRqUJyY31QMcucznFYmo4jvaVlLCyHIc4MNmgbyKql5NKamJRKERMxakXtopw/MzC5Lv1csHST88rW0hCsJOPmSTiZk9eLKwflcxC2gTY6Pc+CIxX7U3lSnuRt9TH+bFUpliYQIo709qPU4mXjCzSaeBOX8f/YxKeIsBYpQjjCIE0/OZFCCI1qtYbV9uXs3ncdAUOia1O7dJWpoyz9BGPBVh629I4uCB2mjz7Dwi89TBQ+LYHtxRm0NxT1tfqAesdll2nwn5EAuu2S+P/tvXecHHd9///8TN2+e73f6dSbiyzLsmywjXGlmRIIxIABh/a1IZQ04EcghZJKSCC00JJACIQOsTG4G9y7rN7vTrp+e9unfn5/rLruTlf2iqR58tgH8t7szGc+u/OZ17xrSys97kEeyj9U0WMtdN6+rJp1NWG2Z6yjFoPx8KVkZ9aixlT5wJp6wuO4l9ZXpVgai3KwNP1r1fE9fCknXWH1dJR8MFVoDlUmxkAIgUCQdWdmQakoUsz8tQAJxMJJLFGWoKDgyumr8bkgIzOsVlajiflJaPGc2Wvkoisa66qXcUH1EkxVZ8TKYfnOOJJBgvARvoI4TXEgKSWDlsuOnE1nxODjK+q5tSN1rCyu0EA6IAsT7mcuMKminZvYyBe4VPwbG8RXWeG/mE63kVXui2jz19A/vJiudJK62OmtCgAIgZ8Mg+dzfPx8wXfxkSgIMorKIc1Akz6HQxARQqAIl2FrRcXP0wCaPJ/nDI17q2L0ttaiC507M3fiyXOnWVC1qfH/XdDIhtoIu7I2e7IWxZNEnetLegoOL6RL1Id0PnJ+IxdUj58poykKr2xuxPHltK0LvixL9UqUMfAlFD1Bc0gSqfCy5QSNpWadIHXyJC5RL6Feqadf9s/bU/vpKMnyk8JV6lXzNobZLoIihKA92kCtmWTr6H76iiPk3RIhxSCkGifVY5i4Wp3tS/otl1HHJ6UrvL4lwR+0JUmd4kI5Ukdy4WhoBY0Ey0mI5VSpyxlw/xpb7kGynO50AsvRCOuTt4T4NRHoyyJcH6mp+EiKvouKgicEB/QQHoLo0Ru1Wh6FKFDwGvCkjioqa3kJS0nU9vnfpiraWqtp0pJss7bxXPE51kXWVfRYC5mmiM5fX9TErw9muaM7w+6sjetLjq9g0RDWuGVZNTe0JOiInd7pf0NTAw8NDvHQ4DBr4tMIABaV6wafcyGhSZbHK5u5UL5qF9DTuM/M8mEXaDJeIBZOIimSXKtey384/0GTbFpYlcEO0yt7WaQsYqO6cd7GoM6kmsoUiGgh1levYMTO0lMY5GBxkFGnHFOiCRVN+GieQFUkruph+xLXl+Q9n5zrU/QlKtAU0nhdc4IraiN0RMZZZKUDwgAxvW6Ts42pLKNe+ysGvE9h+VvYn1415ac+P2LgJ0Io6QJSU7Glh4ePIVQOqjoZRSHqu4cXX4UjwklTSlh+kqJbS0yfWhnq0yKhpWTzVGOKzFCO9Yk69jv72VzafE6JBYCEofK6RSle1Z7k8YEC+3I2Rc/HUAR1IY1N9VGSxuTjhHRF4T1LOtmRzdNdLNEWmdpv+0h/CTnVeuwnYR3WnisTklCFg/0FVKQEdcUIxMK5w0u0l/Bj98eMMkqK1HwP5wR86ZOTOW7Ub5y3GgsA0cZoOW1RytkXVAKqzDhVZpyliRb6SyNk7AIjdoaCW8QuGDiazZ5QHqfgoAmIagor4yZLQyGUoXoWlWqJ9KgUSgX8pUOMFdwt5QiqcePR0s+nY0gOsdvfzX5/P7v8XfTIHixpIYQgTJhO0clidTEdooOlylKiYuYpgYayiEbxD6S9bzNU8FCUPEgPxmv9fDJC4NVGUdJFhOfjiPLK5AP9qo4q5eEbhMrxdwcFB1/qOLLyqbq64+JrKlo8TH+mSLZooys6O6wdFT/WmYKuCC5riHJZw8x/M52xKG9Z1Mbnd+xmxLapmkRjtCOYqoYmyp1h9Wmm9Lk+FDxBR9SnqUKxCkeQUuIjqTYWkMA/3hg03c8vQAKxMAbLxDLWq+u5372fpJJcUNaFHtlDg9LAleqV8zqOZHsMVVfxbB/NnDtVH1IN2qMNEAUk2L5Df3Erat0B3nBZElNVCKkCI5/g4d8u4df3dtJzMI7jqoAkEnZZuXyQa6/ax5WX7ScUKj/ySFkAdDTz2gmP70ufZ/1nudu9mwe9BxllFFe6KEIhTBgFBSS4uDwlnwIXdKFTL+q5Vr2Wq7SrWCxmVsteFUmq1fcR4nkUMYjPIZACQQQxifRGryqCmgqhjBRxQh4gGVEViopCxIfx87wFssKR2sKX6I5Hf0MKogZW3uZgukC8NsYOaweudOctLmc2kFIii0WkZSFMExEOz8n68qrmRg7kC/yw+yCKECT1yQUD60Ilqhmk7SKhaVRw9CRkXUFDSLI6MbOKjWNR8lxCqkZHdHq9aQImz9lzFVYQIQTv0N/BC/4L9MgeWkXrfA8JgIIskJVZbtVvpUlpmtexpDoSGDENO2ujmfOk6kU5e8K0a+lcu5OLUyWEUs22nTX8zRc2smdvFbGYTXtbBtPwkBJyeZ3NW+p55vkGfvdYCx9872OkkhbSO4iiLUPRxzd7P+09zTecb7DV30pJlqgTdSwWi9GV8RdRKSU2NgNygG843+CH7g/ZqG7kVv1WWpXp/66EEMT1NjRZRUipwpHdeHIInxxCqoCOgs6pl7iHFA52q46Ry6NYLoqhMqiGKTeWHi+MVAA+iqhgIJmEcMmhEDXpry/XCjA0he7hHOtqYox6o/Q4PXQY85MeXEncQ4co3n8/+TvvxE+nkZ6HUFXUmhoi119P+Mor0RoaZu34mqLw/5YuxvZ9fn6wF09KqidpYagywgxakwyiPQ7Xh4wrqDclF6b8GfWBGI+saxHTzIUlFgI3xLnFEmUJb9bezOftz1OQhXmrlHgEKSV7/D1crl7Oq7RXzetYAMykQc3yKg4+0U+kdv5MgL7rgwxRt6YV6T3N/u5mPvvPm+juSbBi2RCqeuzmJwTEYw7x2AiFgsYDv2tHSsGfv/8XhEwPLXTTmC6IvMzzHec7/MT9CTmZKxfvUmKTGp8QAhOTVtFKi2xhhBHucu/ief953qa/jRvVG1En60I4idakhkRBF61otOKLEVw5gEcaX47iUwJcOBz+KQ67FwQ6IlqP15xC3bsHxTfIKRrGBBUEPWmiChtTqUxzIgDDcfEUwaGmKrzD6X8hXaVgudiWimM45LyFX/NkIty+PjLf+hal3/4Wb2gIEYuhxGIIXQffx+nqIv35z5P9zncIv/jFJN72NtTa2elzYKgKH1yxlJCq8pOeQ4zYDouiEdTTPO7HtdCRyAUmE7ggJRQ8cHxoCpWFwmwZH7OuxepEPdEKdcOsCIFYOPe4SbuJx7zH+K33W1Ypq6a9qFeCA/IA9Uo97zHegy4q19BlugghWHx9Oz2P9eHZHuoUgq4qSb6/SLQxQuc170BRD/Jf/9PKvgMJVq8YOy7hCJGIS2d7mt892sA9D9TyqldehmrecMp23X43n7Y/zbPes9SLemrsZQyn6+nOx0lnqrDsEEiBpjok4mnisQypxAjJxMgpJlchBNVUk1JSHJAH+AfrH3hKe4oPGx+eVjxDe7J8+fq+RFEEKlWoovyEJaV3uEx0CfAPL/MKAgOFGEJo2I0lhod70bMOLhCa4FieDKErBULq8JTHORaa46G6Pn2NKXLxY0dWFYHnSwqWi2/4uCzsFOaJcPbsYfjTn8besgW1oQF99WrEST9KtbYW6ft4g4PkfvQj7F27qP7IR9A7ZseaoisKty9bzKpEnG/u3c+WTJb2SHhCt0S1GcFQtcMm/4nXHteHrFuupbAqIemMytNVGZ82vpQUXYfLahfNzgECTiAQCxOgC53bjNs4ZB1ih7+DFcqKeWlffcg/hIfHO/V3slhZPOfHH4+2y5qIt0bJ9RZItsfn/PhSSorDJc67eQWRmgb27PkITzy7lab6gwjhImUYMc73JaVLOJRBUxV+89BrePXrLz9l233+Pv7S+ku2ezuoy1xGb+9SDvW3UrJCCCSK4qMoZZ+/lApDI3VIQNdcqlJDtDXvo6m+B1U90XSvCIVFYhFZmeVX7q8oyiIfNT9KXExtDhdX6yRMhXTJpzpyolgTQkUlASTG/bxQVPa1Jkj25EBKVAlynKdMV0ao0nYixMyjrzTHw7A9+usT9DckTxp3OVcvW3SJxEU5BuQMxD10iOFPfQp7+3b0VasQ2vhLrVAUtPp6ZFUV9vPPM/ypT1HzN3+DVl8/K2NThODaxnrOTyX49937uad/gJ5ikXrTpMYwTomhiKoGjaE4B/IjY4oFKcGRUPTK/64zYVXCp2qW+4ENWnlqzAhX1S+Z3QNNlbM0wPHMvBLnkA6lg48aH6VZaWa7v33OW0If9A+SJ88f6n/IjeqNc3rs02FEdZbe0IGVsfHsuS+Kku8vEkqZdL60DYDfPRonW1hGdW0zoIIcRfqjSFlCSuvwq4j0R0DmECJGc0sTu/au5IUtJ+77kH+Iv7H+hi3WAeSuN/LU01ezt2spIEklhkglh0nE08SiWWLRXNmikBwmlRjGMEoMDtXz9PMbeeyZyxjNpMYcf1zEWaws5n7vfv7e/vuj9TMmS0tC5aJmk77c9H6TCgq+ptJTE8FVVVTPRxmjS6EndQQ+NeaWMfYyBSSYlnM4oDFJb1NqzGJ1qiLIFG0UlAVhRZsqUkrSX/wi9tat6CtWTCgUjkfoOvqKFdibNzP65S/P8iihIRTiI6uX86nzVnNdYz2W7/NCJsPefJ4hy8byvKPdHFvCSRSh4B6uv+HLcjpkzoW0A5YPtQZcVCW5pHr2hQLAgJXjxXWdNIbHF8TzguSYK2I6rwUqFgLLwiRYpa7i48bH+bT9abb6W1mqLJ31tEVf+hyQB5BI3q2/m9drr19QWRlHWPmaJXT97hCDW0aoWTm19tAzwbU8CgNF1r19NbUryqb3g4c8NFVF01cj5VKk34v0DiBlnvJVWK4dINQWFLUVlDripkLXQZv+gWNix5UuX3C+wJOjgxS2vovR0VrCoQKxaPa04xICDN3G0G1cV6V/oIlMtoqVSzfT3rLnFNdERERYrCzmXu9eljhLuMW4ZdJzIITgumVhHtxXouD4RPSpaX9VqIRFmLSwsUyNkgKhkovieniacjioESyvirDWT8rYPaX9H4/i+YRKDo6u0duSZKg2Pm5VWyEElm8TUSI0aLMX9FdJpDeAdLYjnf1Y2x+n+MhPUeoMpPcMyARCxEFJgjJx7JPQddTmZkqPPoqzbx/6okWzOm5FCC6trebS2moO5Avc2z/AbweH6S1ZHCjaOIfFoy8lPmH6SzZhVUUI0AWEVWiPSJrDkqqZ9xmbNMN2gYhqcE3j8rk5YEAgFibLGnUNf2X+FZ+zP8cz3jPUiBoaRMOs3BxzMsc+fx9NShPv1N/Jdep1C1IoAJhxg/XvWss9H3uYwkCRaP3sB4JKKUnvGaXh/FrWvOnYYmHbx2o+CGEg1Hak2gbSpRzoJwBtzCDG46vh/tL9JXcN72Rk882UClUkEiOoytSf3jXNI5UcIl+I8/y2C/E8lc72nacsqFERpUpW8QP3B6xX17NWXTvpY2xsDXFRs8HjPRar6vQp/06q1Cp65AgIjUIkhKO7RAo2qushFYFFGB+V5vAjqGLq8QOKLzFsF8WTZBJhDjVXUQpP/NgpKKfENmqLSKmpKR9zrpBSIu3n8Ip3I0v3ly1WSAr39OKPjqA2RMHNIjlYflgUBqgNKForKLXj3lmV6mqcF16gcN99JN/2tjk7n/ZohFs6O3jronbSjsOBfJF9hQLDlo0rJfvyCX7W8zxh1aUlbBLTymJhrpcm1/c5WBjltW3ncWFqAVbZPUvdEIFYmAJLlCX8nfl3fN/5Pj9wf8BWfyudSifhClX8c6VLj+yhKIu8RHsJ79bfTZvSVpF9zyZNF9Wz+nVLeebbW1FNlVBy9qwuZaGQIVQd4uL3nocRPWamrqpScNwTrzSBAKEDY5uzXVciEMRi5RWvy+/ia9kfcXDLK/AKVaQSwzNaDIWAWDRLvhBl6861mGaJlsauU7ZrFI1s9bfyFecr/L3y94TEROGGxzA0wXs2Jth1xzA9GY/W5NQu6biaAHF4dRPgGBoZTSVctNFLLpZbQ4P+PI3aM5Ov4idBc8txCVKAZWoMNScYqo4hldPvQEqJL1xWh1YvWJEsvUHc7DeQxd8g/QJCrUVoy5EFH+u3B1FSCYR6UtCqLIF7AN/tAa0RRV8FyqmBrUIIRCJB4a67iL/xjSihyf0WKoUQgirDoMowuKDq+JiSRbRHSvzH3idIGXUYyvzcPvbmh1gar+XtnZcszN/HWZoNEcQsTJGIiPA24238rfm3XKBeQJfsYou3hSE5dNS/N1XyMs8ufxfb5XYSIsEfm3/MJ41PnhFC4Qjn37KSFa9aTLY7Tyk9Ox3gpJSk92ZQQyqXfnAdDeefmGK2fp2JYQgKxclfbX39Hg0NKhecVxY4P3d+b9INPwAAZMdJREFUyXM7l+NmW8bMaJgu0UgeKQXbdq6lUDzV+iKEYLGymGe9Z/mt99sp7Xt5rcFbLoxRcCQD+anFjsSVGJpQT3iYkYogHzEZMDsR8VFaUvdhOg6RgkUkbxEqOui2i+Z4R1+G7RIq2kTyFpGCher5ZJJhDiyqY+eKJgZr45MSCgCeLzF0WGoundK5zBV+6TGswQ/g5n6ELxIIYzVCbUAIFX/Ews/aKPExrCciBEoVKGFwu/Gth5HuwTGPoSaT+Ok0/sgCar0M/EHHOtammtiVHcSf5no3EwZKOVSh8IeLN1Jtzm86+7lGYFmYJmvVtXxO+RxP+E9wl3sXj3mP8YJ8gZAIESNGTMSIEDkle0JKiYVFjhw5mSMv85jCZLmynJdpL+NF6ouoEguowMgkUXWVS95/AUKF7T/di51ziLdEK6b8PdtjZHeGUMrg0g+tY9GVLadss36dyZLFOnv3Oixdcnod7PuSkbTPK18eIZFQSMs03zu4h0LfFSQjWZQKRP4fTzyWYWS0hm271rBu7eOnCJGQCCGE4E73Tq5Wr57S3L1uTZR0yec7z+RwPElTXJ3U56vUKhJGjFwxg5Tlz0hfwSrWoYfSxBfdR0/EYLjQQKjkYJYcogWr7FqQ8mjqvS8EhViIYsSkFNIPv4xp9ROwpU1rJMbG6Pz1PjmZYSvLo4M7yed+wyL/OwiZo8+pRtKFofZSZURJ6GGq86JctlCd6MR1UKrBzyDtZ0A6CP2kVElNA89DFouzeVpTJq6H+MDyF/PJzXexIzvAinjdnD3dD1sFhuw8b1l0MS+q65yTY06LwA0RcDK60NmkbmKTuon9/n4e9B7kOe859sg9DMpBCodbHQtR7ooopMDHxxAGceJ0Kp2sEWvYpG3iQuXCM76srWaqbHz/hSRaYjz/ne0MbhkhtTiBHp7+eUkpKQyUyPcXqF9bw8XvPY/GC+vG3FbXBa9/TZS/+1y6bDGoH7/2g5SSXbtd2lo0bri2/IRyv/MQOw8sQsfAMCrfploISTScpXeghUx2J8lE+pRtmkQTz/nPsc3fxip11aT3rSiCW9fHiRmC7zyTY+uAw+JqnZA28UIuhGBRqI2DmRdwPYnwY7h2HDPaS3X7fZiRfiSCQtSkED3mXlJ8ifBlud+nEPhCTNpyMBG+L3Gly4uqNlCnjf09zyX7cwP8rPtx7u17gZTcxluqH8RVPAa9GgQKEknBtcg4BaSURDM+7V6RsKcRPt3yqiRA5pDOCyB0hHac/93zQFUR5gIqNnSYVckG/nz11Xzqhd+wPdvP8nj9SV1gK8+glWfAyvH6tgt4e+eGhel+OMJZ6oY4s+9OC4gOpYMOpQN0sKRFl+xiv7+ftEzj4CCRaGhERIQ20Ua70k5KpOZ72BVH0RTW/P5yGi+q58kvPc/BJ/sRQhBrimDEJx+AJ31JYaBIYbCEEde54K2rWPsHyzHHMu8ex3XXhOntc/mP7+TI5XxamlVCoWNWBiklmYyku8elsUHjjz+QoqO9HM/wk8GtlDJLqQlPvbTtZDEMi0ImxsG+1jHFQoIE3bKbJ/0npyQWoCwY3nRBnPMbTb78WIZney1UIWiKq8QMMe7ct+otqO5BLDuKaTgkG58g0fAkqja+O8lXBFRAHJxMwbEwNJVX1V1X8X1PBcd3+UX3k/zn3vvpLaZpD+m8uXYrtSr0+82ExxJhUmInihQ1l1I6TcnwSRqRo50bx0TEyhYGZwtCSR3NlvALBUQohJJYYGmBh1lX1cJfrL2Wz2y5h62ZPhZFq4lqlc+X9KXPvvwIvpS8ueMibl28EXWiamsLgcCyEDBZTGGyVCxlqbIwfa5zQc2yFFd/5jL23dfN7jv3M/DCMKMHsuhRHSOmY8Z1VPOYqVz6EjvvYOcc7KyDZ3tEasOsfPViltzQQf3amkkdVwjBW2+OU1+n8f0f5ti738V1XUxD4MtyxkQsqnDpxhDveGuc1avKC5wlLZ4ZkAgvhK6fPkVyupRTKy16ettZvngLquqf9HeBLnR2+junfYw1DQZ/d0M1D+wrcceOAlv6HQ6kfYSAkCbQFIEEbFdi+xKBQkO4ioORh6hp3EskPjjDs5wmUjJqF1hX18mVqcvmZwxA1inyD1t+xr29m4lqIdYm27gich+NWh99XiPj+laEwKiK4F9YjXn/IJmqApbvUGvG0Saq/qokwB/Gd7aiGBeBEPhDQ8Re9zqU+NwXO5ss56ea+ewFL+PLux7mt4P7iKoGbZHKpU9nnBL78yO0R1O8vfMSrm1cNi9F8QLKBGIhYNbQTJWl13ew5Np2BrYMc+DBg/RvHiLTkyPTk8creSesu3pUx0wYNJxXS+OFtbRf0UKsYepBTEIIbrw+wtVXhXniKYtHHy8xNOSh6YLmJpUrLg+zcsWJVo5u2c1gugpTm9gGmHIytJQGaC4N0mQNEvFKKNLHUgwGzRQHzTp6QrX0mrX44yxshm5h2WHyhTiJ+Km9FmLE2O5vn1HHxbCucP2yCNcuCbN90GHXkMPeEZfdww4FR6IKqI4orKg1aE9pxGJLeMPj/0DWzxCRVdOKNZgpo24OUzH50OK3z9tNIecU+dTzP+SB/i10RhuI6SFq1AFWGS+Q8ZP4k2jTbG1KEXp4BNMSWKbDQClDXShxGsEQA7cXtCH8QrkbZeTqqyt4ZrNDR7SavzrvBn5xcAv/ufdJNo/2UmtGqQ/FUKfxHUopybgWvcUMQgiub1rBu5ZcStNCK7w0Ec7h10w+vwAJxELArCMUQf3amqPWAStrM7o/S3GkhO/4CEWgGiqxpgiJ1nLr60pgmoLLN4W4fNPpU8+2lbopFGIktFOzCTTfZW1uD5eNPMea7G5iXhFFlos8eYcXREX6iMPRfkXVpDtUx4PV63gysZKMfmLTKU1zyBUS5PLjiAURIy3THJKHaBMzy4hRFMGqeoNV9aczEbfz6uar+da+n5P380RPTvubZRzfoWB5XJJazcsar5jTYx9BSsm/br+DB/q3sCTWSORwc6Kl+g7Cokjan1zgsb0yhtsZQd+ZR3aGsH2XQStLfSg5gUvCAPJ4Tjdel4G5bh3GeedV5sRmGV1ReU3reaxLtfDzg1u4t28X2zL9mIpGjRklrhloyvjXtC8lBc8m45QYtorEdIOLq9t4efMqrqxffOZZEwKxEDAdBgsee9IO+zMue9Iu3VkX2yvXxgtpgsUpnc6URntCY2lKJzobfVwXGGbcmLRbYa7otyx8T0c1jxMLUnJhZgev6buPjmIvqvQZ0hN0mfW44+SYC+kT8SwWFQ6xPN/FTcb93F2zgV/VXYqtlG/Y5fYHkpI1dn0OHR0HhyJzGwl/+9I38kD/M+wt7UcLW5jK3ATXedIlbWepUmv44+W3oM9T/v49vc/z60PP0RapPSoUdGxWGlsoyAiTNrdogtzrG0n+2wG0bgtaTSzPIWMXSBnjizBJCHf3brT6S0m++92nNJ1a6CyKVfO+5S/i5o6LeHBgD3cc2kZ3IU1fKYsnfRQEuqKiCHG4IqTE8T0EENEMElqIN3Ws4KUNy1iZqF/YQYznIBW/Kj/zmc/wox/9iG3bthEOh7nsssv427/9W1asWHF0m1KpxIc//GG+973vYVkW119/Pf/2b/9Gwyz2c59LPF/ybL/N3fuLPNRdYtTycX2JcthnfCRy2PMlT/ZaSMBQBfURlWsXhbmqPczilBZcLHOILX1AOdooKeHkeHXf/Vwx/DSa9Dhk1GCppw/gkkIhr4XJa2EU6VFnj/L7h37Dednd/E/TteyOth7d1h+n3rFyOMrekXP7iLEk3sKfrngbH33+C2SdIdCZdcHgSpeMm8F0E9yy+FVc27RhVo83HsNWlm/svgeBOOGGXqMOEhV5Rv3kBJ8+FWdljOxbW4h/uxt9Xwm/WScrioQ1E3MMMSRLLm5XCSUFqfe9CnPNmpme0rxRbUa4qXUtr2pZQ7+VY19+mAP5NHvzw4w6RSzPRVNUQopGe7SKjkgVHdEq2iIpTPUseH51AHuGn1+AVPybuf/++7ntttvYsGEDruvy0Y9+lOuuu44tW7YQjZYvwg9+8IP88pe/5Ac/+AHJZJLbb7+d1772tfz2t1MrRrMQeeKQxbc2Z9g26FDyJHVhlcVJDX2CvGspJZYHg0WPbzyf5Yfb81zSbPL28+J0JM+8RjpnIoZQONI9sqk0yLsP/Ihl+S76jRSj+vSCzHyh0mdWM+LHWZXby4f2fpfvtNzA76rOB0AZp4S0j49AzEsTpde0XcGjA1v48aF7KChDeLhERHRWYhgs3yLv5Qk5KS6pWsf/W/baeRPI9/dtYX9+gJWJ1hPer1KH0YSDM04F0ImwLk7iR1Ti/30Qs6uI63nkG1SMZAJUBTwfP+/gD5RAFehLUsRuiWBumJowWagIIWgIxWkIxdlYMzsttxckNkwitGXizy9AKi4W7rzzzhP++1vf+hb19fU8+eSTXHHFFYyOjvL1r3+d7373u1x9OIDnm9/8JqtWreKRRx7h0ksvrfSQ5oSs5fNfL2T56a4CRVfSGlOJTdKlIIQgpEFrXKMlJhmxfH69r8jmAYe3rI3x8iURtFlIUws4RmMohKIO0VDI875D36e9dIg94Wa8CXytk8VWdHaHW2ixBrml+5covscvtJcSMsbuMmljY2AQYe4r1BmqzodW/z4jdo7fDT9NURlixB8hocZRK1QHREqfjJdFAAmvnpWxZfzZmpupD89PMTLX97jj4NOEFOOUoLykkj78r+ldf87qGMMfX4r5fBb1wUHktjx2RqD4IFSBCGuEXtRM+KpWzHV1SHbguwdmdK8JCJgNZt3mMzpaDuCqrq4G4Mknn8RxHK655pqj26xcuZL29nYefvjhMcWCZVlY1rGc70wmM8ujnhp70w5/+0ia5wdtGiIq7ZOsnjcWQgiqQyopU6Er6/FPj4/yZK/FH1+SImGeWT7MM4kVZivN+lO8Z8+dtDtloeBPFL0+VYSgJ1RHc2mAN/XcRV9DPdHY2L/jnMyRFEmaRFPljj8FWqP1fPz8W/ir5yTPp3dS1EcY8YbQhE5ECaNMc16k9CnKEiW/RFJJEHPraY808ydr38TFtSsrfBaTZ0fmIHtzfTSGU6f8TRMVsAkbCtb6JHJdnP7uNHHZQJOSQJgqSrWJ2nSs0ql0NPBzMz9mwPzhMLM76wJ1Q8zq3cf3fT7wgQ9w+eWXs3ZtuZNeb28vhmGQSqVO2LahoYHe3t4x9/OZz3yGZDJ59NXWtnB6JuwcdvjEQyNsHrRZXqVTF5m+UDgeRQg6EhqtMZXf7CvyV78bIV2aWt3/gMnTRitvG72b5cUD7A1VWCgcx0GzlpDrcMvwz6hXhsbcJkeOFcoK1Fkaw2RYHG/mry64lUtq1pL0GmlTFmMKk4yXJe2msX1rcr1QpMTxHTJehlFvFAWFNnURVW4rK2KdfOz8t3B5/fxG/e/PD1D0HCLqWPEZlbPoCUXBaTTILzMx19djrK1Ba46dtF5IgpY9ZzhHYham+1qgYmFWLQu33XYbmzdv5qGHHprRfj7ykY/woQ996Oh/ZzKZBSEY9o86/M3DI+xNO6ys1lFnwVUQMxSWVWn8rrvEZx9J8/9dVjVp90bA5NG7H+eGkW3sNOpw0FFmq+aqEOzVWzjf24b3Qom7Lz7vhB6/UpYDG5cryyfYydzQHmvg79e/l+/u/Q0/PvAAhhsjZMCg38+wN0TBLyKRKAhUoR0N3JVS4uHjyXKkuyY0kmqSRrUZ39YQUuHq1ot457JX0Bie/6yYfbkBBIwp8h1Z2aqEmlAZsSewHEi3XKQpIGCBMWti4fbbb+cXv/gFDzzwAK2tx4KGGhsbsW2bdDp9gnWhr6+PxsbGMfdlmibmAquRbrmSf35ilF3DDqtqZkcoHCGkKSxJaTzYXeI/Nmd577pEkClRSTwbnvkmDVqYp8IK2DqGMjudMz1fA1WQS+is2dvNto4WeuqP3TBHGSUu4lysXjwrx58qMT3Cu5a/ig01K/n6rl+ydXQ/Ma+eRqMNTZMUZIFRb5S8n8OTPiBRFJWQCFGlpYiKKNLTyNolPFehI9bImxdfyzVNFy+Y/PkBKzNuwaQR70gcxWT7c0+MKhSKXrn8uxhnf8rJTaUCzixsZmYcOlcCHKWUvO997+PHP/4x9913H52dJ3YHW79+Pbquc/fdd/O6170OgO3bt3PgwAE2bdpU6eHMGj/cnuOJXoslVdqsCoUjRHSFxojKz3YW2NBksqFpbnvcn9X0PA4ju0mk1pAqbmF4OIbnq6hKZd0+EoHrasRjGZyYijnksHJ/zwliodfvZZO6iWViWUWPPVPW1Szn81VLeGZkF7859AS/7X+edDGHLzXioo4Gre1ozX4fSdG1cFyXDC4xTefyuvO4oWUjl9atJjSmuX/+cH1vXPE94lfjSAMDG5uZj/uw7WXMv0lpI4SG0AKxcEbjMLNsiHPFDXHbbbfx3e9+l5/+9KfE4/GjcQjJZJJwOEwymeTWW2/lQx/6ENXV1SQSCd73vvexadOmMyYTYsewzfe25kmZCmFt7p6OaiMqg8M2X30my4pqIwh4rARSwp67QHoYWoIlkSSZ0hBuvgHFOFKVsTK4joGh26QSIyAgGw6xvOsQj61eRjYapiiLCAQ3aDcsSMuRqqisr1nB+poV9BWH2ZXtYX+ulx2ZLvblein5NlJKTFWnKVXLymQ7HdEGFseb6Yg2LshzAgip+mGryKkMebWk/RRJJc2wP3OxIJEIoYxtVfAGQK1D6AtLKAZMEYeZWRbOFbHwpS99CYCrrrrqhPe/+c1v8ra3vQ2Az33ucyiKwute97oTijKdKfxwe56hkseamrnPg1+c1Nk6ZHPP/iKvXj63JXnPSvL9cOgpiNQD0KG0cyDxOINOFNuOYRhWRQSD4+ogJKnkMKrqApCLhGgcGqWjd4DnF7exx9/DBnUDm9SFb2FrCFfTEK6e9+DEStAarcEfRyz4qGy113Bl+B4q4YpwfI8qI3bK+1JKpD+MGn0VIohZCFiAzIob4nSEQiG++MUv8sUvfrHSh591DmZdftdj0VChrIepYqgCUxXcsafAK5YG9RdmTHovWBmoLncIjYooq/XFPFm1neLwYmw7hKFbRys7TgfHLQfJVaeGiBzX/loKAUhq0xkOyUNUiSreY7wHUywsM/3ZTke0Dii3Qx4rjmK3vZz15uMklTSjk+wPMR4+cuySz/4AQqlCCb9kRvsPWACcpZaFwI49Re7rKjFc9KgJz9/UNcdUdo44PN03O0F45xSjB0D6cFwJ3jaljTajCrN6J6ZZxHZMXG/qutqXCpYdQlF8alIDxKKn1lWwdY3aoX7SMs2btDexQlkxxp4CZpPFsQYSepi0XRjz71mZ4ClrPWFRRJ9B9Jnv++VCVPqJPUGktJFeP0rklSiBC+LMZyZpk0deC5CzoBD33CGl5O59BWLGsf4O80FEV7A9l0d6rCDQcaaM7j8hdRFAIFijrKGgP8FQzVZCuQ5yuRSWHUJVPVTVndA14fkq3mFxEQnnqUoOo+tjrwB5TWBmh3mF/yZep7+ucud1mB6vh+3udnzps0hbxBJ1ybgWsYzMsM/fxwF5gH3ePnrowZJlQRoSIdpEG4uURbSLdhYpi4iKs8MN1hqpYX31Yu7r30K1eaqLAOA5ax0d2n469L30ek3IaTxnFTyLmBaiLnTMzSClRLq7UIy1qPGbp30OlUBKSXpolOH+YVzHxfd8VE3FMA3qmmuJxs+O7ztgegRiYQoMFHz6C/6CCCyM6oIXBssBZQs1cOyMwM7CGGWMwyLMRepFPMWTDCf2Uhuuo1RIki/GcGyz7L0W8ph7Qgp8WQ5bE4pPJFQgGs0SDhXGdWHY0sZRirR61dyu/GFF3Q8j/ghfyX+F39q/Je2nkUjiIs56fT3vjr6bNq1cp8SXPpv9zdzt3s0D/gNkZAZLWggEhjBQOJLh4POgfBCJLKdFiiquVq/mau1qlovlZ/RvUAjBdc0X8uDAVgqudbTj5PF46DxQfAkvU7LUq730e41TEgxSShzfZVmi6WiappQ+0tmJ0BpQk+9HKNPrQTJdpJR07+lh53M76dpzkL1b9jDcP0KpWML3fKQst5dXVYVwNExDaz2LV3XS3NnM6vUrqWmY/xoZCxKHmYW2TNENMVfNGwOxMAUOZFyytk9teP6nLaYrHMx7jFo+qVBQSX7a+P64F3ZMRLlYvZhn/GcY0AcwkxkS8TiWHcJxdWzbxPNVkKAoEkO30DQHw7AwNHvc/UopyZJFAktFM0tFCypjt6ueDnk/z99k/4aHrYdpUptYqa5EIEjLNPda93LIP8Sn4p9ir9jL/zj/wwv+CxRlkRpRQ6toxRTmuDd/KSUlSozIEf7L+S9+6v6UC5QL+AP9D7hAvaBi5zDXbKxdxoaaZfxuYBurE21jnv+wX8tdhZdxbeQOGtVDDHp1OEyuaFPWLRDTw7RGyjdYKS2ksxuhNaGl/hzFmLsuk7Zl8/yjm3n4rkfZ+tQ28pkCQkA4GiYSj5KoTqAoCkIRSF/iuR7FfJH9Ow6w49mdSCBZneSiK9ax8aUbWH7+UpQzrJ32rDLHYmGumjfO/13vDOJAxsXzy0GG803MUOjKuhzIuIFYmAl6qByzMA4REeESdSN7/D3s8XeTUYaIhqJE0Ke8IEgJFiUKFIgTZ4WykhYlhJA2qJXLrLnXupfH7MdYpi0jJI65qapEFXER53nneT6Y+yBDxhAWFi2ihfgkn2qFEIQJExZhmmQTo4zyO+93PO8/z2u11/Im/U1npHtCVzTevexadmQO0lUYpP1w0OPJ9HuN3JF/JS8K38cifR8lGWLUT05oZbA8BylhZbKFkKIh3UNIfxjFuBA1eTuKMTd9MXzf55HfPMYd3/0VB/ceRAI1DdU0tDZMaBnSDZ1QJERVXdXR/YwMpLn3x/fx2zt+x5I1i3n1O17Jigvmv+rouchcNW8M5OAUyNqzVAJ4Gpgq2J4kZ1euDsA5SawZPHfCTTRUlivL2KhupEHUY2ExzAgFWSjn50/0FUhwpUtO5hhhBB+fRWIRm9TLaFVaEE4RzET5VSF+bf0aHf0EoXCEUUY5yEF+bf+aKFFWKiuJi+mZv4UQpESKVcoqDAy+6XyTP7b+mJ3+zpmewrywJN7IO5Zcje279BbT42437Nfyy/yreaD4Elyp0aj2UqMOYIoi4qQy4Y7vUPSKLI3FaNJGkc4WEAI1/odoNX83Z0JhsHeQf//0N/nGZ75NX3c/zYua6Vy5iETV1KvBKopCTUM1S9Yspqahmm1Pb+dfPvJFfvS1n1DMF2fpDM4k/Aq8ps9UmzdOlsCyMAVcX8IMUugqyZEL3PEXxnjOWJId5QBH6cNpyg9XiSo2qhtJyzQ98iAH/R5y5PApCwaVY8V2JOX+CAAqKhHCLFOW0SSaiR3/5G3noG3TaY89WaSU9Hg9xMSpgXp9so9n/WexsAgTJsbYwXxTRQhBg2ggJVM87z3PJ6xP8FHjo6xV11Zk/3PJK1svJusU+cbue9ifd2iP1I55M/XQeMZaz057BUuMnaw2NpNURqhS0hxRj47v4QiPpbEorVEToTWjRm5ACV2J0Oamo6iUksfueZwffe2n9Hb10djeQCxRme8dIBKL0LlyEcP9I/zs279g61Pb+f3bf4+la5ZU7BhnHt7h10w+f2p35cm0PahU88axCMTCFFAVMfFT5BxypJ5FUGdhhiTbQY+AU4AxiuWcjEBQJaqoElUsV5aRlVlyMkdGZsiTx8NDIFDRSIg4MWLERJy4iKOdXANWSpAeVC2t2OkIIUgqSbrd7hPeH5ADPOs/iy1tokQRCLQxAjtngilMVimr2OHv4G/sv+Evzb8841JBhRD8QeeLSRoRvrH7HraMdtERqyemjZ11lJcxnrPWsdk6n6SSpkodJs4gaXsIQ1E5v3o55zdfh24sRmhtCDF3hdyklPz6f+/mR1/7CVLC4tWdsxJbIISgpqGaRFWcXZt386VPfJW3/clbOG/jmScWFxInN0v8xCc+wSc/+ckJP1Op5o1jEYiFKRDWRCU71s4I1y8LBXMBxE+c0aQWQaKtnEI5CbFwPAYGNaKGGjHNqHA7WxYqdZUNbrvavJp/c/4NT3qoQiVHrmxRkBYJEqRlmkXGIgxR2Y6KAIpQWK4sZ5u/jc9an+UfQ/9Itaiu+HFmEyEEr2i9mLWpdr6y4y4eHdqF47vUm0lSRhRNOTVGyJWCvaUQj5Qi+LKNFYmNvHvptayvHj9VdTaRUnLn9+7iR1/7KeFoiLrmsWMwKolu6HSuWsSBnQf4909/i1s/cgvnX3rmV/icOjN1JZQ/29XVRSJxzD15OqtCJZs3jkUQszAFWuMaAoG3AEz/OccnpgvaEkFw44xQdVh2Y9myMEGg46yQOwR1q6G+smLhGvMalmhL2O5tpyiLbPW3kpd54sTJ+BnCIky73l7RYx7PEcGww9/BN+1vTqqq60JkUayev77wTXx23c3c0HwhjnTZlTvEltEuXhjtYutoN1tGu9gy2sW2TA8Zt8DFNUv4i/Nfz+c3vIOLa5bOW0rpA794iB9//WdEYuE5EQpHEELQvqydQjbPt//+v9j+7I45O/bCoTIxC4lE4oTXeGJBSsntt9/Oj3/8Y+65554JmzceYTrNGwPLwhRoT2jEdEHekSTM+X2iz9mSuohKfSQQCzOm/Qp49j8h1wfxufEl41plF8SSGysWr3CEBrWBj8Y/yj/k/oFHnUc54B/AwCAjMkSVKGtDa6nSZla2+HRoQqNZaeYO7w4u8S7hxdqLZ/V4s4WmqFxSu4xLapfRXxplb66P/flBeosjWJ6LoahUm3E6onV0ROtoj44d4zCX7Nu+nx997SfoukZtU+2cH18IQdvSNvZu28d//8v/8OF/+iDxZOXiJBY+lYlZmCxz1bwxEAtToDmmkgopjFrzX5gp5/hcWRue94XprCBaByteAc98C8LVMEZRnooiJaT3QN1a6Jidm+hKfSV/mfxLbs7djOd51IgaYkqMRq0RQ6m8+2EsqkU1Q3KIbzjfYIO6YczsjNnCytgUBov4ro/vSRRNQQ9rxBojKNPsFFsfSlIfSrKxduGmCNqWzQ++/ENGhzMsXt15+g/MEkII2pe2sXfbfn7+7V/ypve9IVirZom5at4YiIUpoCqCy1tCfHdrjpbY/FVOtL2yWfeihrlZ9M8J1rwJDj4JAy9AzcpTSkBXlEJ/OT5i/XvKMQuzxOPe47iqy2X6ZahifixQ7aKdPf4eHvEe4Srtqlk5hpSS9N4MA1uGGd2fpf+FIbIH87hFD+mXM1WEIhCqwIwb1KyoonpZktSiBI3r6jDjZ8919Jv/vYdnH3uBZFstQ3YeX0oUIVBQiGg6IUWb3d/2cWi6Rm1jDQ/88iHO27jmHAp4rEzMwmSZq+aNgViYAqOWT0tcpeRKtg07RHQFVZQDH+OGMmfFmvryHq1xjctagr4QFcOIlm/e93wMMl3lLInZwM5BYQgueCs0zl7FQ1e63OHeQUiE5k0oAEdLWN/p3smV6pUVFdiu5dHzWC+7f3WA3qcGsDLlqplaWMOM60RqQwhVHM6MlfiuxM45HHjoIPvu60YIQawpwpLr2um4qpWqxVOvObAQ6C1meGy4i2e37eQ3X/kfLOkgczYyJ4821RYINEUhrOpUGWESeoh6M0ZEO1Uo+YpHMZWhUJ2mUJOmFMvj6S4gUV0NvRAmOpwiMpwiMpxEdcfP8EjVphgdGuVH//5TVly4HMM8e4TZ+PjMzA2xcOr5HE8gFk7DwazL/V0lHuwu0pP1yNk+fXmPrO0T0QVIgaKArkBEU2iMqTTHVKL67LgpfCkZtX3esCpK1AjiUytK4wVw8XvgsX+BTDckWk//malgZctZF0uvh/PfUtl9n8TT/tPslDtpES2zepzJ0Kg08oz/DLvkLpaJmXdV9F2fXXfuZ8v/7mJ0XwYpIVofJt4aPe3N3kwcu1l5jk++r8DT39jClh/uonl9A+e/dSU1y1IzHuNs4/k+z6YPcnffTh4c2MuwXcD91W684SyhxTXoioYiylU/JOV1w5Ueeddm1CkhkZiKRmMoTkskSbURJt80RN+K3Qwu3Y8TKeKaNlIcLi3jH96XAHm41ozm6Gglk6oDTTRsXUbVgWYU/1Rh2tjRyIEdB9j82Atc9OJ1czlNARUkEAvjsHPY4X+35/hdj8Vw0SOiCxKGQmtcI6oLnuyzCakCXQFfguPDqO0zNOixOy1oiKh0pnRSFY5t6Mp4NEU1rl00e+brc5plLwffhSe/DMO7INUJY6TKTQkpoTBQfi25Di79MIyTt18ptvvbsbGJiPn/nSRJ0iN72OZvY5kyM7Ew2pXlya9s5sCDB1ENhWRHHC00vWVM1RUSrTHiLVFKIxZ77+mm77lBVr9xCTWXJ/Fwyylnw2lymTyu46IogmQqSUt7K/UNdfPSE2HraB9f3f0Iz6cPUfJd6swYy/Uq9j03hJeMYp5kLRCAIgQaCkcqw0spKXku+0tD7F+6HX1DP8bSHCLsohdC6IUQ4ZEEQo59fhKJZzi4IYveNTvpW7mH+EA1jZtX0LhlGZp9bAxmqNx47Xe/eoR1L7rwjLTeTI25dUPMFYFYOAnLlfxkZ57vbskxWPBoiKqsrtVPaEndGNNoK/jsG3VIhRRUIVAVCCGQUmJ55T4SfQWPpSmdzqRWLug0Q3K2T9GT3HZejJZ48NXNCkLAyleXAx2f+ioMbi1bGEKp6e3Ps2FkD+jRsuvh/LfOulCAsljQmbsCQBMhhEAg2OvtnfaKI33Jjl/u49lvbyV3qEBqURwjVpnzk0h6ZQ/7zL3s27KX7vd34YYtZMQnl8njOS5SQsg0CUciRCIRmpoa6Vi8iJfeeDWXXbGJRLJy5brHo+Q5/ODAs3y/61nSdpH2aBWxw8G4o4/uw+7PEWpNTWpfQgiMBhvn2m1Yq3qxpUdpJEK8L05ID5+w3o35eQSabaDZBqFMHFd3yNWMsP2ah+hbtZMlD24k1X0ss6imvpqtT22je08PbUsqbLFbcARi4axESom1fTv23r30Zh3+Nd3AE3aMqqooa2ojY6pgAayo0RkueWQsSdI88m75IgxpYKoKBVfywqDNQMHjgnqDyAxcE64v2ZdxeUl7mBsXz//T4llPxxVQuwqe/jrsvRuyByFSB5GayaU62rlyHQXPhfrVcNG7oWluTLCudNnh76hYOedKEBERtsgt0/qs7/o8/fUtvPC9HSimSt3qKkQFxHfBzrOldzNPdj1G18gBHM9GIHA9n0JvHil8QgmTUKQs7lzXZTSbZjSbZmhkkP379/P040+xYs0K3vKHb2bj5Rtn7al5f36Yf9r2AE+OdFNlRFiVOLH5U+apAwgBin56K5hUfKx13RRfsgOvqoA2EEcvanjSZ1RaWL5HtRHBmIJFTXN0YoPVeKrLaHMfz736V7Q+vYb2xy9Asw3iVXH6Dw7w3CObzwGxcHZyzooFv1Ag//DDZO68k9Jzz3HIM/jC8pvYETdpz28nrCuUmpvQm1tQq6tPWQRCqmBNrcFTfTZZW1IOqD62jRCCqC4wVUl/weOJXouLGkxi04gz8KVkx7DDsiqd91yYCEo8zxXROrj8z2DxNbDn19D1OxjcVv6bEQU9Bkeiy30P3EJZJPhe2XpQtwaWvqwsPIy568TYJ/vIyixJkZyzY56OqIjSK3vJy/yUulL6ns8TX3qeLf+7i0htiEjtzFt5SynZ2vcCd237JYdGD6KqGlXhagzFoHf4EKVSDs3QUDwVxVIwYsYJrg7P9ykWCwyODJLJZcnlcvQcOMhrfv/V3HzrH6BplV1Wd2QG+NSW37ArN8TSWA2hkzqU+rZLcf8wauz0Kb9S9clfvwVr4z5wVbTuKoQsV6bVhIpy2D0xaOWoNaMYytTORfU04r11WPE8ey97kmz9IKt+dRVGIYxuaOzdtndK+zszmds6C3PFOSkWrD176P/bv6W0dSsoCrmWTr7S8TJ2GQ0sdYbRE1H8Ugl7717sA13ozc2EzzsPcdIiUB9ROa/W4PkBi4wtSZwkGKBckjlpKoyUfJ7ut7m40SA8hTxv15dsH3HoSGp8bFMVrYlz8iubP4SA5ovLr+xB6Hms7FYY2FJOgXSLHM7NAyNe3q56WbmGQsN5FS+4NBksLFxc1JN7UcwjGhpFWaREiSiTEwtSSp795la2/GAX0YYw4eqZu29yVpbfbP8VT3Q9iu/7NCVb0BQNz/c4NHiQbCGDYZioigo6eJZPYahEpC6MZpTnU1UUYtEYMspR0VCyS3z7a/+BlJJb3v3WilkYdmcH+asXfs3+/DCrEvWoY/ye7P4sXt5GT00spKTqk3/F85Q2HEAdiaDkTxUXihCYiortewxYeerM2JQsDFB2UYSyMfSSyeDS/byg3c3qX15NJBbhwI4uXNetuKBaWARuiLOC0o4d9P7lX2Lv34+5dCnCNPn31KVsMRpY4gyj44MQKOEwhMNIy8I5cABp20Quugihn6jqW+IqijB5fsAmXfKJG8op8QmKECRMhaGix9Yhh3X1xqQWk3TJozvnsaJa52ObqlhStTB80Ocs8eZyPAOUgxatDLilcplo1SjHNcw0GLICeHhI5NEOmAsBgSgHxUlv0v1V9t3Xw/Pf20GkNlQRoTCUH+T7T3+HPUO7qI7UEjePteYezgyRLWYxjdAJQYuqqeBZHsXhErH6yAnuDwFEwhFM0ySTyVAoFvjW177N0pVLedFVl894vP2lLJ/ecjf7DgsFZRzhafVm8EsOSmj8uAkpJPnrt5SFwnAUpTB+CqMQAuOwYBi08tSbMbRpBHKqjk6sv4bhzi623XA/i763kdyhHP09AzR3zFGl1ICKcU7l3jl9ffR99rM4Bw4QWrUKxTR5KNTBvUYnqWKeoqWQtTTytorrHY5BME2URAK3t5fi5s1jFsBoiqlsbDapi6hkbZ+C43Nye0pVCGK6Qk/Woyc3sZnJ8SS7RhwGiz6vWhrl766qCYTCQkMICCUh1lAuER2pWRBCAUBHR0Ept85eIPj4CAT6JLsuFgaLPPP1LQgJkbqZux6GC0N894lvs2dwFy2J1hOEQqFUYCQ7gqZqY2Y3qIaKZ3mURq0xm86qikoqVY6jOLBvP//4qX9ieGh4RuP1pc/Xdj/K1kw/K+LjCwUAuy8LMGEch3VhN9bG/WWLwgRC4QjHC4a0U5z6CRxGdTVi/TUMLtlP77VbKeQL9HX1TXt/ZwZeBV4Lj3PKspD55S+xtm1jtP1CtuyrZkcxzvdWX0rWCxMePdZ+WgiJKiRh3SduOsQMj6qIxDl4EKO1Fa3u1MYsSVPhkuYQ+9IOu9IuIyUfTRFEdIF62IpgqIKSJ9k+7FAbVgid5I7I2j6Hch6ulHQmdd5xfpwr20LnQKpRQCWJEcPAwMae76EcxZY2pjCJcPrgXCklT399CyN7RqldPfMeFgU7z/ef+g4H0vtpTbWXXQzHkc6N4PsepjGO9UKAoirYOQctrKGPkaopgHg8QUaO8syTT/MfX/9PPvCnfzTtMd/TvZXd9/yKl/VliHub8XSNYk2K3vOXY8dOdOP4ljvhvryqPMWX7ABPGdP1MB5CCHRFIe/ahFSd2BgFnCaD6uiERmP0XrCdqtUqpaI1rf2cKShIlDFl5eQ/vxA5Z8SClc7wyH8/zqNDL2ZLTxtZS2NgaR3pcJTUaBZdlYerj4CUAs8X5GyV0ZIGAkJahFqGadpziLoxxAKAKmBJlU5TTONQ3qUr45K1Jb70UUS5JoOhQNry2TXi0BTTyDuSvOPjS4joggvqDW5cHOGylhDxee4/EXBmUiNqqBW19MreBdMeOkeO9WL90YqOE9H120PsvusAibYYijqza0BKyT07fs3uoZ00J1pPEQq2Y5Mv5tFUbUJRLjSBb0lKaQutQR03SyqRSDJQ6Oc/vv4fvOXWN1NTM7X25X6hQNdPfsjB7/47L+s+RPSw8Vce9t0Ua1J0XXIe+198MYW68ncr3fGfRKWQFK7djleTR+ueuvBShYInJKNOkZCiTcsdAWDmo9ixAgOv3EZWpqe1jzMFHR9jBlY9uYAsgsdzToiFrn05vvZnd/PE40vwzQjVEZdFVQW6l6cI4xJSTvpyhERTJEeWNV+C5al0OTX07vDoMAdYvKYGfZxUyIguWJLSWZTUGSyUqz2mLZ9Ry8fxQUjJgYxHVVilMaqyqibMkiqNFdXGKTUdAgKmihCC1cpqdru753soR7GkxUp15Wm3k1Ky4+d78V2fUGrmDb12DmznsQMPUxWuRldPdYGU7CKu7xIaz6pwHKqh4Fk+btFDj4y9dAogVZVisG+IL/7LF/n4Jz8+acugOzJC/9/9HQd+fQe6X8JpbmQ4dGwOhOcRHh5lxS/vp+nZ7Tx9y6sZWdyGmOAG7qzsw15zCHUwVs56mAa6ULB8j6xrUWVM3yUUHahmoKOb53iQ67h+2vsJmB/OarHgOD53/byH//3PfRx6Mk2dkSdeXb5g+mtSpBMxYvnCafejCAhrHiENrKLHnh1ZRjKSZauT1NSOv6CpAhqiKg3R8tOMlGD7ZUvCoZzHBy9OcXVH4GYIqDxLlCX4+Eg5fw3PjuBJD4GgQ3ScdtuhHWl6nx0k1jjzWiK2a/Orrb/EcW3qYw1jbmM5ZVfNpObo8CZ2zkaLaOPGaeqGjqZp3Pl/v+JVr3kVF1544Wl37RcK9P/d3zF6373sq41RNJJETzL7S1WlUFdNsTpF6sBBLvrmj3jsvW+if5zsKomktK4LqUiU4vR7MghRdqXmXZukHpr2w4ziq6g5g62dj1MgT2SSWTFnGsbh13RZmE6IszjAsVBw+cLfbuHfP78Dq+TRmcgQMY59DelEDF8RaN7kTT4CMFSPWFiSGXV45vEhDuzNT/rLFQJMVVAdUhHAobw77wt5wNnJOnUdCZFghJH5HgoDcoA6pY4L1QtPu+3+e7uxszZmcuYNh7b3b+XgaDf18cZxt3Fce0pZI4omcC0P3x7f9C+EQNd18rk8d95556T2m7nzTvIPPcRISz2jGoTHsIIcQaoKIx3NxA/2s/Knd6MlxraKeI0ZnMVDqOmZB4hqQsGTPgVv+nEwvudjjETIxoZ5ht/NeEwLFRM549dC5KwUC4WCy798egv33HGIxpYwLe1RhPRPaM06mogi/Ol9KYqQJJI6Qgi2vzDKvl3ZKX+9miLYOexM6/gBAadjkVjEBnUDff78Rp5LKRmSQ1ylXEWNmNh/b+ds9tzdTbh65tY2KSVPdT+OhDHdDycwhUMJVSB9iVOYOKgQIJFI8Nvf/paDBw9OPFbHIfN//4cwTbqkhQKnf3pXFPL11dRt20O16iJUBd85UcBYaw8hwzYiP3PhJQ43pcq50xcLruNiKCamafJb7kQu0JtiwNicdW4Ix/H5yj9t47f39tHeGSMSLZ+iMAzwy1YECaSTcXT39Bf8WAhFASGIRDWKBZdd27NoukJbx+TNajFDsH3YwfVlUJFxnpHSwfE348q9OP4+pBxGAoqoQlc6UcUiDGUtQpw57XWFEFynXscD3gMUZZGwmPnT5XTIkiUiIrxUe+lpt03vy1IcLpFonbl5ujd7iD2Du0iFUxNupypq2T84BYQoWxfGQ0oJElKpJMPDwzzwwAO88Y1vHHf7wpNPYu/ejdfcSCZ78JQKjeNhxaNE+4dZdLCb7REdv2ij6OXvWSJxVvWiFI2K1dtQhYLje7i+P61AR9dxicQj1GtN7GUbAxyinuaKjG0hoQPGDITQwgxvPAvFwq9+2sP9v+qltSN6VCgAqMkkzqFDSMDRNFxNm5ILAkAeFhscV5gpHNEo5Fx2bcuQSBokU5O70EOqoOBK8o4kaQZiYT7wZZaidxdF9w5cfw+SIybpI9+hQxEJGGjKIsLajYTV61HE7DcNqgQb1A2sVdbyjPcMq5RVc+7y8qXPAf8AL9Fewmpl9Wm3T+/L4FkeqjnzehXd6QMUnSK10bEzl45g6FM3+gpF4Ds+0pdj1jbwfR9FFUTjUfJOnmeeeWZCsWDt3o10XXJa+WYc0idZU0UInLBJc3cXWlUzzkAeLVEWC36yiB+3EMXK1WdRhMD1fRzpoU3DKO26HvGqOFGRYJA+DnHgrBQLBnKGYmFhWlzOKjfEvt1Zfvhf+4gmdGLxEy8SrbkZYRhIy0IqAimY8hOFdF0U00QxTwxqjERVbMtnx5ZRPG9y+xTicGvrSW4fUFks7wlGrA+TtT+H5+9HFa0Yyhp0ZTW6suzwazW6sgZNtOL5XWTtzzNsfQjLe3zM4lwLDUMYvEd/D0mRpFf2zvnxu2QXTUoT79LfNSmhMro/C2KSwYanoS/bi+D0+zJ1E0UoeP7kC+EIpeyK8NyxHzYcy0E3dCLxCPF4nF27dmFZ49cWkMWyJM25Fj6TcEEc/1lNxShaxNY04xWso79Lry6HDDmIUuXEghCi/LA1hbk6gu/7ICBZlUBFQ+JziP0VG1vA7HPWiAXH8fnPr+xmaNCiqeVUk6saj6PV1eEXi4jDZsKpWOckgJQo0egJsQ8ACEEsoTM0aHFgb25y+5PlyZ9Cm4iACiClJO/+L2n7L3D87WhiGZqyGGUCM70QYTRlMZpYhuvvJG1/nIL7/TNCMKxR1/B67fUMM0xRTr8S31TJyixFWeSt+ltpV9on9ZmBLcPo4coYO7tG9mNop0+9DJthTN3EdacQP6SUf0e+fapYkFJiWza1TbXohk4sFiObzdLd3T3u7oRpIoCMY03ZYSA8H880SKxvQ40YeLlyTIFXl0MqEuFVdoERgD0NsVAqWESiYWoayrUhFFT2s7OiY1somBV4LUTOmlvV048N8czjQ7R1Rsd9mjA6OhCahshmUX0ff5J+NwlI20YYBkpk7JQuVRUYhsKBvXnsMRaRk7F90FWm1FQqYOYUvR+Ts78MUkUTK6YUhyCEga6sRGCQdb5Kwf3BLI60crxBfwOXKpeyy9+FLWe/qmNBFtjv7+dq7Wpepr5s8p8bLFbEBeF4NsOFYcxJiAUhBKlYqnzz96filixbF07Gtmw0XaOhpR6ASCRCoVCgr2/8QFO9sZytUbKKYzaKmgi9ZJFpaSDUXk1kWT3OYPlhRcZm53sWQuDKqXvVXduhvrUeVS+LQZMQg8y9tWsu0A+7Iab70gM3xOwhpeT+u3rxPElknGIpAFpdHeaKFSi2Q3w4jTOJzmdHhYKqotXUgDr+YhYOq5SKHv2HTv8El7N9OpM6phbEK8wVtvccWefrgImmNE/b3K2KJgQRcu63sL2nKzvIWSAswnzE/Ajr1fVs97dTkqVZO1Ze5tnt7+YK9Qo+bHwYTUzOUiB9ie+OHQMwVVzfQ0p/wn4Kx5OIJYmGYliONQVr0amx/L7nUypaNHU0Ea8q955QFKVsbbDHv3lHLr0UvaUFc3BkSpYFrVjC03V6Ll6LEILkpk4Q5fLPvjr5hl1Toey9ndrNzCpZ6KZOffOx+BGBgs3s/Q4DKs9ZIRa69+d55vFhahtOX4XNXLwYc9UqUiOjuNJH+mOHk0jKMQrSshCahlpbizAnflIRikBRBD1dhdNeUJYnWVUTNIeaK3xZIOt8CV9mUUXLjPeniiakzJN1voIvJ+d6mk9qRA2fMD7BpWrZwjAkhyq6fyklfX4f+/x9XKNdw0fNjxITsYoeYypjmcrtTBEKdVX1GJqBZU9FMBzD93yyozlSNUnal7VNSYiq8Tixa6/FyOUQ3iRN/FIS6xsi3dHM0LJysav4+S1EltdT6kmzUEr7+L6kVLCob60nEj/RKrswRlh5gjoLC5gnHh4iO+qQqpqESVkIzCVLqG1qQdENXCTSsvAd59jLtpGWBUKgJhJo9fUoocm1yA1HVLKjDqPp8X2gjidRBHROMnMiYOZY3n04/gvoYnFFAuiEEGhiMY7/AiXv3gqMcPapVWr5pPlJ3qC9gYzMsMPfgSOnVutDSJ+Uk6OtNMiiYj+LC700F7pxik8QdrO8TbuFjxgfIS7ip9/Z8ftVBIo2tml/quiqhiIE/hRu+iEjRGNNE7qmYdmlSbkkjvyKHNshm8mRrEmwct0KdOPYdX2kgqZ+mgyH5CteQa6jldquPsTpsrSkJNY7iBsOseNlVyIPWzsVQ6PhtevQYib+6PTSwk+HZGoBqIVMnngqxqLlJ1bvlPgYM6pzuHCZiQtippkUs8lZkTq5Z0cWTRdT+hG3hGMkwhGsZhMjnUHaNtL3ywuAqqKEw+X4hAncDmOhaQLPk+Sz7rjipa/g0RTT2NC4UENZzi6k9Cm6dwAaYhKNjCaLEAZInaJ7B2H1ZQixMFpUT0RCJHi/8X4u8S/hq/ZX2eHvICzCNItmQuJUQSykpNkaptkaoc4ZpdFKE/YtdOkhpYcjLTwhCYsYTWqchPY7CKWR5mIIXwTGoklfl6GUSSk9846EmqKTDKXoz06tIFU0FKWlrpX+kX4KpTxCKOiaPmbbaiklnu+RHc0ihKCprYHO1Z2YoRN/X4VCgXA4PG7zuSPoDQ30vOethP/532jb202+rgorETslmForlIj3DeFEQmx+w430nbf8hL+HO2uovnYl3YO7YRYyraSUk46rsEs2QhV0rlyEbp4olmwsqqmv+PgWAvoMb/huIBZmB9f12bUtQyQ2tVMxJCwqujwfN4lXVVXOvXf44s5lx35ik1KStnxeuzwadJWcI1y5G0fuQBVj9weYCapowpW7cOVOdHH6RkkLASEEm9RNrAqt4tfur7nTvZM9cg+u75IQCWIiRq1nsKI0yJpcF432CLr08ICcIhgSkFN8ECpJ0USbaKWFejRpg9sLmd3lznlKAiIbIH4dRDYglImfJOtWVTOwZbgi59dW1UFXeuqpeSEjTGtdG6O5NOlcGsstuyXKaZjl69X3yzUWVF+hqj5F06Im6ppqxxRFuVyOWCxGe/vpM0Ia117Af73tlbzyvudo2LKL6J5uXNPA11SE56NbFq5hMLS0nZ03XnGKUDhCzUtXMnLXs4xYe/BxUSq4zEvAUE4vil3HpVQo0bqk9WgGxPF4uHQw9vgDFiZnvFjoO1RkdNQmMY1a8u0lh51RnbwqiFVQhauaID0ydkBTb96jOqTyko75qah3LuL6+5Eyj5hEI6OpIojiywO4/n505cwQC0dIiRSv11/PTdpNPOE/wQPuA+xwn2d5Zgsbct3UuBYuCt2aQVEpt2XW0QkRol1U06g0UUvN0ZtomcM3BinBG4HcvcjcA2Auhqo3Q+yqcS0Nqc7E4Y/OvPlVY7wJ5PT2pSgKVYlqkvEUhVIBy7Gw7BKu5yIQKKiYqsHiSztINaQm3H82m+XCCy8kNAk3ZkekikxDNY/e+nuk+oZofuoFanbsxygWcQ2DbHMdB9evZXBZB0yQyaWYGs1XXUFGPoHnFRAiNmFnyslyRDTpp7Ggua5HIVugvq2ezlWLTrGOeHgIFJqp/PW4EJhp+uPUE1PnhjNeLKSHbaySj9kwdRNw0vVZkbd5Lh4i5HtoFdILqiooFb1TSjmUXMlwyeedF8RZHMQrzBme7EIyNTfVZBFCICS48kDF9z1XGMLgMvUyNjm1yJE+7MJOCspSsqE4nhDUAAoKIREmRowwoVNrjZyMEKBVl19+Cex9yL6/gcJjUPMOhHaqWT65KI6qK3i2jzbDFMrmZAuGblJ0ikSM6XWwVIRCLBwjFj4xUNPOOZhxg6rGqgk/L6WkVCpxwQUXTOp47dEUMc0g51poTXXsePlV8PJpDZ1ovIVYYws5evD2WqgxE6HOTDD4SBQh0CdqiW27FHMF6lrqWH7eUlTt1O+xQI4IMZqYXP2NM42Zxh0EbohZwnEkvi8nEtoTsiJv02to9JkaNY5XEXeEEAIpy5HA6uFUMCklu9MO6xpM3rByfqLEz1V8mWe2Y699mZ3V/c8mUrqQ/l/kyHfBHcEwV2IoYVKVOoASAnMpeGkY/Smy+DzUvgsRu+KEzVKLEpgpk9KINeMW1a2pdjqqOtk9uGPaYmE8fMcnXH36Z8fh4WFSqRRXXnnlpPbbGIrTHq1iR2aAlDEzy6NAIemuwVo8hJ/W8NJFFENDmNq0RbMnfXShjtkXQkpJMVfE8zwa2xtZdt5SVH1swTdMP0tYTT0zz0oKmDvOeKe5EDNLJ9YkrMuWiHk+I7pa0VvKkXFJKdk54tIY1bjtogRh/Yyf9jOKSjXSmfgYCz+4cSykbyMHvoAc/BLgQ2gVKLPkIlNTEFoN7iFk36eR6Z+ckKYYSpp0XNFMYbA4ZvriiOHwTHWGh+vS/K5uhCdqRumKlMbsXiiEYH3bBqSUuF7lMgN8x0fRFGKNp2921dfXxyWXXEJHx+TM7YpQuLFpJZbv4k6pQNTYJLNr0dQI4fNThNqryyWqc9axHjdTQEqJLyGmmadcT67jkh3Joukayy9YxooLl40rFFxcXBxezI0oZ/7tZ0wUJOoMXkpgWZgdDENBUQS+J6d9NtWOzyXpIo+mwozoKlUztDBIKVFVUW44IyU7RxyqQip/dmmSlTVnZ7rQREgp6d42yq4nhyhmHXxPEo7ptK1OsuSiGtRZrmIpRHLWBYMikrO6/9lASgc58HnI/Ay0JtAmNqtXBKGWrQx2N3LwCwhcZPJ1R592O1/axq7/23/U1O8j2Rsv8mxVhhdSeXJ6+cYvKNuKTE+hMxfmoqEkK0ajhPxjv6VVDWuojzcykO+jKVGZp1in4BKuCRE6jWUhnU5jmibXX3/9lPb/4rpO/mPvE/RbWZrDM/tNhUutRArt5KN7CC9qRquKUNo7hJspgSJQQjrKJK89T0o0oRDRjrlPHduhVCghhKCupY7FqzoJxyYWmsP0UUsD63jRjM5tYSNn2H47EAuzQm19iHBEpVjwMGbg52y0PTalizyWDDNkqCQcH2Oatf9dRxJP6ORsn32jLu0JjT/dmOKicyxV0vclz9/Xy1N39LD3uRFKOeewq1sgkeiGSvOyOOtvbGXddc2YE1TfnAna4d4EUvonBePNHHm49K02C8GTs4mUPnLwyzD6MzBaQJ1jsWO0gnMQOfhVhBKFxI0A1K+poW51Nb3PDOKvVvl5Wz/PVeWwFZ+Eo9GSD6EcFn4SSUHz2ZEssD2Zpy0X4nX7G2ksla+zkB7m2hU38N9PfZNRq5+wqeEfDh9TUFHQUTBRJpnvL/1y3GaiLTahKd91Xbq7u3nVq17Fxo0bpzQtVUaEq+uX8p39T9EYSkypqdTJCARVmXXko3vwFAs9GUY7rxm7P4vdl8XNWfi+RBgqQlMR6thxPVJKXOmT0Ayk61O0LRzLQTM0ahpqaGirp7ax5rRBlB4eowxzE7cQ58wT1+c6Z4FYMKmqMRkasEhOpijTBNTbHlcN53k2HqIrrKNIScz1pzxJDhIrYXAw53HtojDvujBBS/yMn+op4Vge//el7Tz2sy58z6eqKUJ9x4l9O6yCy6FdWX7yjy+w/ZEBXvMna0jUTK741VTQRCdCxPFJo3JqGtdMkGQQIoamdFZ0v7NO9tcw+mPQG+deKBxBbwZ7f1m0mEsR5jKEIlj2ikXs3dLPj1t62F5bpLZkEHVPfRAQCKKuStRVcYTP/liJ/1pykD/Y00RzMUSBQzQ0FVjSWsWz+3bSqFejHk77844+vSmoGGjE0Zg4tsHO2Zhx/bTxFPv27WPx4sXceuut04oPeGXLGu7p30VXIU1HdGbWnkR2NbHEc2Rj2wgXWxGqgtmUxGhM4KaL2AM53JECvuUcq8twpOT2YfON53soUiB0BdsQ6IZOU0cT9c21xJKn1oIYj4Pso5XFXMPrZnROCx3JzGwDC9OucBaIBSEEy1YlOLD3YEX2F/Mkl6WL7LNctsUMRg/HMUQ8H8OX43qmPcBWBAVVUAzrrIprfGBjius7w0eDHM8VPM/n//5tG7/74X6qmyPEqsa2qJgRjaalCayCy+YH+nAdnzd98kIi8cpmipTbT1+E5T2IKiorFjzZi6luQj2DLAvSOYQc/iaglrMV5hO9HUpbyjETTZ9BKCatVzbz+DafzV6GtnwUU57eYqhLhdZ8iJ5oie8vOsird42iOT0gJC9euZ7B0Sy96SEaU7Un9IyQ+HiU8LDwiGKQGjP+xDvcHK5mZdW4/niA7u5udF3nne98J7W1tdOYEGiLpril82L+Ydt95FyL2CQaYo2HIjUa+6+lZB7ENoYw7fKYhBDoVRH0qgjS8/GKDl7Bxi/YeAWnHNfgS6QCnpC01dbRUVtHOBYmHAmjTDGzIkMaieS13EoV05uXMwWJX64zMoPPL0TOigiTpSsT+H7Z7F0JBNBZdLh2MM/lIwVaSg6egFFdZUhXGTz8/8f/e1RX8QTUpi0u7M7wr1dV8bIlkXNOKAA8c9dBHv1pF9Ut0XGFwvGYEY3mZQm2PzLAvf+xu+LjEUIQ1q4DlIr2cShnWQjC6vWzkpY5G0jpI4e+CvYBMBbN93DKT6XmYsg/DqM/AeDZ7AC7lrk0OCFEZvJZ5wqCpoLGvugQj9UOohJCJ0UylOJl666gNp6iNz14QilngYKCiUDFIYfFAJKTAiIlODmHZFt8QqtCV1cXtm3znve8hyuuuGLc7SbDjU0reXHdYvblhvGn0eXxeEJ2A3XDV+KpFp5yapM7oSpoMROzPk54UQ2x1Y3E1zYTO78Fd3k1zed1sG7tSmqbaonGo1MWCg42/XRzGdexgatmdC4B88dZIRY2XFZLdY3B0MDMS8UejyahreTy4pEiNwzkuWooz/rREqvyFkvzNksLNivzFutHS1w1lOeGgTyLnh7kJR1hli+bWm38swXflzzxfz0oiiCWmrxbyAipJGpMnr37IJmhynejM5XLMNXLcOW+o3EGM0FKH1fuw1Q3YaovrsAI54jc/ZC7D4wOqHD8xrRRwqAlkSPfRVr7+HXffnxd0LakphzBb09WMPi4cgjTsdlWE8dRjgnV+kQ1r1x/FfXJag6lByg5J64VAhUVAw8Li0E47unOytgYSYOaFWMXYHJdl+3btwNw++23c9NNN015Ck5GU1TevWQTHdEqdmQHp9Xc6niq0uupGr0AyxzEU05/fUlg1CkS0wxWJxumHTvh4rCfHaxkHa/jD+ckMylgdlggq8XMqK0PcemV9QwPVlYsHEEAEV/SaHssL9isy1hsyJTYMFrioozF8oJNo+2hFV0E8JLrm86YJ81Ks++5Ebq3jpJqmnr6XbI+xGi/xZYH+ys+LiE04vq70UQzrtw9o8W3HPC1F1U0ENffjZhkG+b5RkqJzPyiHKWnJuZ7OCeiNYM7yPDQL3l46CD1oTCJ1hjJjjhO3sF3Ti8YbDJ4lEjZKmlTZVfqxOWtIVnDaze8lNWtS0gXsgxm0yf9DgTKYcFgkynvM2OjGir1a2vQQqd+z0NDQ2zdupXOzk4+/vGPc9NNN1Xs2m+LpvjI6pdSZ0bZnh2YUmOsk1GkRlPfK0hm1lIyB8a0MBxBAhmnhKloXFjVTFyfXhyRg80+trOE1byLj5GiZpqjP7OQFfjfQuSsEAsAL35pA+GIymh6/L7xs82h7iKtHVEuuvTcuCjGYsejA9hFl3Bs6nEHiqqgmwrP3XtoFkZWzopIGB9GETFcuWtaFoayRWE3ioiQMD6Ipiyq/EBni9IWKD4PetN8j+RUhAA1RXH0Dkr2CNVGGKEI6tfUkGyPY+ecCS0MPjYuWQQqmizfrPcmTo0tSEUTvPKiK7nhgsuJGCYH0wMMZtM4R2sxiMMuiSylTAGhKdSfX0O07pj49X2fvr4+Nm/eTDab5Q1veAOf+9zn2LRpU0WnBOC8VBMfW3MNDaE42zL9OP70iwGrvklL72uoGl2HZQ5h68On3Jh8KRl1ipiKxrqqFmrM09eTGIsMI+w7bFG4jb+ijgX4m5slzlaxcGY8Ek2C1eenePFLG7jzpz3E4jqqOrdP9tmMg+dJXntzB+HwWTOtUyYzUEKdQdEpI6Ix2l+qSH+AsTDVS0kaHyVjfw5HvoBGB4qY3FO2L7N4ch+qaCVu/BEh9fKKj282kbm7wS/AQhU4egN68TnO13eSE20ACFVQf34tQhGk92fxXR89onFyKTaXAhIP5XBVfs2X5MfRq4qicH77cjpqm9l2cC+bu3YxlEvj+z6GpmOoBkpRIxQqUL+mDr1KZWRkhFwuRy6Xw/d9amtr+b3f+z1e+tKXct55582qJXFdVQufXHst/7jtfrZl+2kMJaid5k28LBhehWnVMVT9O4rhHkKlehRpYHkuec8mqYc5P9VEtTn1ypceLj3sRaBwDa/hNdxKkjmo3xEw65w1dzUhBG+6dQlbnx+la1+ORUvmLmbA9yU9+/O85IYmrry2cc6OuxBxHX9GC6cQlAtszSKmeilV5ufIOV/F8h7Ek90oog6FZLnt9HFI6eAzii/7AR1TvYa4/i40pXVWx1hppJcpxypo1ZNOdZtzhI4nVS7Wn+M+rj76tqIK6s+rQQtrjOwepTRiYSaM43odSFzyiOMMpUKCf5rzTEZibFx6HhctWsnegR66h/rpPjTI8GgWN5zFbRxkoBRC7dEIhULU1dVx5ZVXsmLFCi677DLq6+euxfLqZCP/tO5VfHvvE/zy0FaGrDyLotWY6tSXcEXq1A9fQaywhL66u8hGdlNyQPdSLI7WszxRN+X9OtgM0UeWNO0s5bX8Iet58TkZozBT60BgWZgDampN/uDWxfzzp15gaKBETV3lc/ZPRkrJvl1ZWtqj3PzOJSjnYPbD8URTBp47/QBCz/EJ1ZizHvOhKc0kjb/A9p+g6P4a238UV+4FecTMe6RGoIoiEoTU6whr12IoGxCn6bq3ILH2lHsz6Au7eY+vJmlW+jEpYB1X90AogprlKSJ1YQa3DFMYLKIaKnpEwxcO5eTlY9+Lp0DIndyiq2s6S+KdtIwu57IVkvgNA8gX78EyBljr/zFV+hKqq6upr6+f11ikpBHmfctfxMbadr6261F25gaBck+JpB6a0tiklNiZakqD1yFrXiDVuIvqmiIRfZi8UIEEBqeWdj4eB5sCOUYYwMennmau4/d4CTedM/EJ5xJnlVgAuOyqevbvzvGD/9yHogiqamavaqKUkv27c8QSOu/64AoaphHUd7bRurJc4Mdz/SmXcZZSUsg4bHjF3Dy1C6FgqpdgqpfgyUFcfx+ePHA0vVKIKJpoR1MWoYpTuySeUTj7wXdALOxy46aeJCoOEfZ6sNRlp/w9XGXSsrGBkb0ZRvdlKKUtpOLgR+RR95cEXEXQUJhYLEgfnEEVZ0BDCUli55VoeUeaxEUlJPWMMsxi4jSyajZOdVoIIdhY08EFqWYeGdzPnYe280z6IN2FUQxVJa6ZxDSTqGackMHgS0netcm5FjnXwvJd4prJpVVLuKHhZVxc3cxe7Xke5i628BR9dONgAQIdAwUFgcDHx8FG4qOiESXOKi7iRdzAhVxOhOm5RwIWPmedWBBC8Ptv78RxfH7yvQO4rqSuofIWBt8vWxRicZ33fHglF20MlDTAqhc1UNW0i3RvkZrWqS0chYxDKKZz/tVzHwylilpUtRa4eM6PPRdIa2/ZWLJQXRCHqTZSjGgSpXAAxhALAIqmULMsRao9Tq63wFBXL7m0hp9TEYqkEIVwEZb1e2VDkQB88F2Bl1PKr4ICEvRqj7qbslRfkyN+fokjRiNxuKi0R+XTeCtBSNW5qmEpV9YvYWd2kEeHDrAt08fO3CDDdp6uwsgpn4lqBgk9xJpkA6sSDVxS086KeN1Ri8QFXMoFXEqODAfZzyH2c5D99NODRQkfHxOTFLW0sphmOmiigypqz0l3w3j4h8syzeTzC5GzTiwAqKrCW969lHBE5cf/fYBd2zJ0LI6hG5VJ/shlHbr35Wluj/LuD64IhMJxROI6F17bzN3f2kWqMTxp64KUkqHuPCs31R+1TgRUkNIWUE4TsCbl4YJEPgJ9XuowCEWh2ghRU+in3/fHbId8BNVUSXbE0dty9A3vhpEUbkalz9NYeUAS3aZT8EXZ1KBIFA2UqE+40yG2ukS40yGxoYjZeGpXyiN+Z2WBL5FCCJYn6lieKFu+HN+ju5DmYDGD7Xs4voeuqBiKSlM4QVskha5M7EaLkWA557Gc8+biFM5Czs6Czwv7SpgBiiJ4/Vs7Wb4mxX9+ZRc7toxSUxeips6cdlyBY/sc6ing2D5XXtfIm9+1lMbmwPVwMhtvamPHowN0bxulZUXytIJBSknv7izJ+hBX37LknK1RMVtIKcEbBjGOS05KXPpwZDeeHAIkAhNdaUOnBSHm9jee0KN0mB4/z6ZZEa867e9BU8LotR5qbZGhokmt7/KKq0ZZ/PseviOQHii6RAlJzBYHLemf1sDiUUIlRJgzK2BZV1Q6YzV0xoIHmIDKMq91Fr74xS+yaNEiQqEQGzdu5LHHHqvo/oUQXHhxNZ/8x3X83psX4fuSHVsydO3LY1mTy1eWUpLNOOzenmHf7hzVtSa3/dkqPvQXawOhMA6p+jCv/+j5NC9L0L1tlNyINW4RpGLOoXvbKOGEzqs/vJaOtUGaVeUpWwvGvNylxJJbKPpP4MqDHKkz4FPE8l+g4D+GLzNzOlpNUbmipoY6M8z27MhpixFpxFDQ6S+C5Sq8cnGGC1bliV9YIrmhSOrSIon1JWJrLPTU6YUCgEsWnRhRFnZAaMDCI6izUGH+53/+hw996EN8+ctfZuPGjfzzP/8z119/Pdu3b694SlI8oXPLe5dx/U2tPHx/P/feeYie/QVct5zmF41pmCHlqMXB8ySFvEup6IGEcFTjvIuqeMkNTVxyeR2R6FlrkKkYjYvjvPlTF/F//7aN3U8NMdRTIJI0MEIqQoBr++RGLPSQyqLzq7j+XcvpPH+emxqd9Zx6l3Q4gC33IAihHGd5UDGRUuKTpiSfJcJlMGdZIII6M8LHVl3K329/nBcyQ9QaYepDYdSTXCNSStKOy8FSA6j9vHbJKC9pmXn/D4tBmrkBnXOzbHvA9DlbUyeFnGnR8WmyceNGNmzYwBe+8AWgXBWtra2N973vffz5n//5hJ/NZDIkk0lGR0dJJKZetrZU8tj2fJqufXn27sqxc2uGXNbB9yRCHM7rbgyzfHWCtkVRFi2Ns3RFPDCPTwMpJb17sjx3Ty/P39uLVXCRgKYrrNhYy/kvbaLzgupzPuV0NpFSIve9HqRTbkl99A8+efkgvsyijlOYSkofnyxh5WI0MUeBp6UdEL8apfHj7M+P8tODu7mv/wD9VgFdUTGVw4LT9yl4LkndYGVKsqj5e1xQY2Aws1LWDllK9LGOT1PHxgqdVMB8MtN7xlSO8Z9v+18ixvSzQgp2nrd86/dmdazTYV4ekW3b5sknn+QjH/nI0fcUReGaa67h4YcfPmV7y7KwrGN9HzKZmZlFQyGVCzfUcOGGsl9PSkmp5OE6ZbGgGwqmeQbm0i9AhBA0LUnQtCTBdX+4DLvo4fsSM6IFAmGOEEIg1SQ4PSe875HGl1kUxg98FEIpxzTIvrkTC7iglt1RHdEk7192ETe3r+LBwW4eGTpE2inh+j4J3WRNooar6tvpjMZ5XmzjIHegs+aEAk1TQeKTZz9NXEPNWZoZEzC7uLi4ODP6/EJkXsTC4OAgnufR0NBwwvsNDQ1s27btlO0/85nP8Jd/+ZezNh4hRLlEcxCCMKsIITAjgQtnXgitBmvHCW/Jo7EMp/tOFCSz06TtFA4bOoVxYqxAjRnm1S3LeHXL2OmUAMt5J6NsI8MOEqyYcjqfRJJlJxHaWMY7UQgeGAKmjoONM4Nbq8P89TeaiDOikdRHPvIRRkdHj766urrme0gBAWcUwug89T10ylUPT/ck4yOYveJmJyBtEHq5hfYUCdPIWv6UEPVk2Io/hUXXxyHDNkxqWMufEOXMKucdsHBwsGf0v4UqFublMa+2thZVVenr6zvh/b6+PhobT01VMk0T05yjxSog4GzE6AChHb4Zl6s4qiRRRRxPZlDH8fPLw1WNNDFHKYR+FpQY6FMXCwDVXMCFfJKtfJ40L2BSg0n9uFYCiUeJASwGSLKaVbyfKs6fyRkEBJyVzItlwTAM1q9fz9133330Pd/3ufvuu2elzWtAwDmP0QlKEtz0sfeEgi46AYkvT61UWA5uzKCKKjTmqNy1ly4LG3X6hblSrOFi/pHF3IJAI8M2RtlGnm5KDFBigDzdZNhGhm0IFBbzFi7mnwKhEDBjyvYBawavwLJwAh/60Ie45ZZbuPjii7nkkkv453/+Z/L5PG9/+9vna0gBAWctQqtGRi+H0Z+Cfiw1WacVX+Sx5W48WUQQAgQSB3BRRRUhceHcpE1KF6SFiF8748wjnTgreBcdvI5+HiLNC2TYhkMWAJMqklxGijXU8yJC1FbiDAICcLDRZhDvErghTuL3f//3GRgY4C/+4i/o7e3lwgsv5M477zwl6DEgIKAyiPg1yOyvwMuBGjv8psBkBZqowZHduHIAkCgijiHa0GhGjFf5sdK4/aA1QPTFFdtliBrauYl2bkIi8bGQSFTMaWdMBASci8xraPrtt9/O7bffPp9DCAg4dwhfAOZKsLac2KRJCFTqyp01pU85Q0Kd26ZTUoI7DFU3I7TZqeJZrk05+23rA85tHGzUwLIQEBBwpiKEAsmXI/ueBz8PyhiFY4TCvIQyuX2gpRDxa+b+2AEBFcTGRpnBNbRQYxYCO1xAwLlE/FqIXgbWvsNWhAWAb4E7CMnXIkLL53s0AQEBYxBYFgICziGE0KDm3cjSdnC6wZjnRklSgr0bwucjUm+c37EEBFSAshti+s/hgRsiICBgQSDMRVD9FuTA58DLgDqP9efdQ6DEEbXvRajTr6cfELBQcGbohlioYiFwQwQEnIskXwnxG8A5UM6OmA/cfvBzUPVWRDiobxAQsJAJLAsBAecgQmhQ/0GkLEH27sOFkOawHbPTVy7AVP0WRNXvz91xAwJmmbJlYfqZRAvVshCIhYCAcxShhKH+z5BCh8yvysWatFmu1Ch9cLrKZaer346ofkvQ+j3grMLGmoFUKH9+IRKIhYCAcxihRqH+T5Fabbm6Y2kbmIuP9o+oKF4e7L2gNyKqb4PEKwKhEHDW4eBMuePpyZ9fiARiISDgHEcoJqL2vcjIBuTgV6H0QtnCoNUdrrswQ6QLTg/4BYhdiah9N2IaXSUDAgLmjzNSLMjDPe8zmcw8jyQg4GxiOTL+CaT3fcjcBd5z5Q6QWj0o06h86OXB7QXpgN6ESL4VojcgShqUgms3YO44cq84cu+YTfJ2DofpW+Zse2HGLAg5F7NXYbq7u2lra5vvYQQEBAQEnEF0dXXR2to6K/sulUp0dnbS29s74301Njayd+9eQqGFU578jBQLvu9z8OBB4vH4lHyemUyGtrY2urq6SCTmMbf8DCCYq8kRzNPkCeZqcgTzNDmmMk9SSrLZLM3NzSjK7FUMKJVKFbEMGIaxoIQCnKFuCEVRZqQOE4lEcBFOkmCuJkcwT5MnmKvJEczT5JjsPCWTyVkfSygUWnA3+UoRFGUKCAgICAgImJBALAQEBAQEBARMyDklFkzT5BOf+ASmac73UBY8wVxNjmCeJk8wV5MjmKfJEczT3HJGBjgGBAQEBAQEzB3nlGUhICAgICAgYOoEYiEgICAgICBgQgKxEBAQEBAQEDAhgVgICAgICAgImJBzSix88YtfZNGiRYRCITZu3Mhjjz0230OaVz7zmc+wYcMG4vE49fX1vPrVr2b79u0nbFMqlbjtttuoqakhFovxute9jr6+vnka8cLgs5/9LEIIPvCBDxx9L5inY/T09PDmN7+ZmpoawuEw5513Hk888cTRv0sp+Yu/+AuampoIh8Ncc8017Ny5cx5HPPd4nsfHP/5xOjs7CYfDLFmyhL/+678+oXfBuTpPDzzwAK985Stpbm5GCMFPfvKTE/4+mXkZHh7m5ptvJpFIkEqluPXWW8nlcnN4Fmch8hzhe9/7njQMQ37jG9+QL7zwgnznO98pU6mU7Ovrm++hzRvXX3+9/OY3vyk3b94sn3nmGfmyl71Mtre3y1wud3Sb97znPbKtrU3efffd8oknnpCXXnqpvOyyy+Zx1PPLY489JhctWiTPP/98+Ud/9EdH3w/mqczw8LDs6OiQb3vb2+Sjjz4q9+zZI3/1q1/JXbt2Hd3ms5/9rEwmk/InP/mJfPbZZ+WrXvUq2dnZKYvF4jyOfG751Kc+JWtqauQvfvELuXfvXvmDH/xAxmIx+fnPf/7oNufqPP3f//2f/NjHPiZ/9KMfSUD++Mc/PuHvk5mXG264QV5wwQXykUcekQ8++KBcunSpfNOb3jTHZ3J2cc6IhUsuuUTedtttR//b8zzZ3NwsP/OZz8zjqBYW/f39EpD333+/lFLKdDotdV2XP/jBD45us3XrVgnIhx9+eL6GOW9ks1m5bNky+etf/1peeeWVR8VCME/H+LM/+zP5ohe9aNy/+74vGxsb5d///d8ffS+dTkvTNOV///d/z8UQFwQvf/nL5Tve8Y4T3nvta18rb775ZillME9HOFksTGZetmzZIgH5+OOPH93mjjvukEII2dPTM2djP9s4J9wQtm3z5JNPcs011xx9T1EUrrnmGh5++OF5HNnCYnR0FIDq6moAnnzySRzHOWHeVq5cSXt7+zk5b7fddhsvf/nLT5gPCObpeH72s59x8cUX8/rXv576+nrWrVvH1772taN/37t3L729vSfMVTKZZOPGjefUXF122WXcfffd7NixA4Bnn32Whx56iBtvvBEI5mk8JjMvDz/8MKlUiosvvvjoNtdccw2KovDoo4/O+ZjPFs7IRlJTZXBwEM/zaGhoOOH9hoYGtm3bNk+jWlj4vs8HPvABLr/8ctauXQtAb28vhmGQSqVO2LahoaEibVjPJL73ve/x1FNP8fjjj5/yt2CejrFnzx6+9KUv8aEPfYiPfvSjPP7447z//e/HMAxuueWWo/Mx1rV4Ls3Vn//5n5PJZFi5ciWqquJ5Hp/61Ke4+eabAYJ5GofJzEtvby/19fUn/F3TNKqrq8/puZsp54RYCDg9t912G5s3b+ahhx6a76EsOLq6uvijP/ojfv3rX5+1HeUqhe/7XHzxxXz6058GYN26dWzevJkvf/nL3HLLLfM8uoXD97//fb7zne/w3e9+lzVr1vDMM8/wgQ98gObm5mCeAhYk54Qbora2FlVVT4lO7+vro7GxcZ5GtXC4/fbb+cUvfsG99957QuvvxsZGbNsmnU6fsP25Nm9PPvkk/f39XHTRRWiahqZp3H///fzLv/wLmqbR0NAQzNNhmpqaWL169QnvrVq1igMHDgAcnY9z/Vr8kz/5E/78z/+cN77xjZx33nm85S1v4YMf/CCf+cxngGCexmMy89LY2Eh/f/8Jf3ddl+Hh4XN67mbKOSEWDMNg/fr13H333Uff832fu+++m02bNs3jyOYXKSW33347P/7xj7nnnnvo7Ow84e/r169H1/UT5m379u0cOHDgnJq3l770pTz//PM888wzR18XX3wxN99889F/B/NU5vLLLz8l/XbHjh10dHQA0NnZSWNj4wlzlclkePTRR8+puSoUCijKicuvqqr4vg8E8zQek5mXTZs2kU6nefLJJ49uc8899+D7Phs3bpzzMZ81zHeE5Vzxve99T5qmKb/1rW/JLVu2yHe9610ylUrJ3t7e+R7avPHe975XJpNJed9998lDhw4dfRUKhaPbvOc975Ht7e3ynnvukU888YTctGmT3LRp0zyOemFwfDaElME8HeGxxx6TmqbJT33qU3Lnzp3yO9/5joxEIvK//uu/jm7z2c9+VqZSKfnTn/5UPvfcc/Kmm246J1ICj+eWW26RLS0tR1Mnf/SjH8na2lr5p3/6p0e3OVfnKZvNyqefflo+/fTTEpD/9E//JJ9++mm5f/9+KeXk5uWGG26Q69atk48++qh86KGH5LJly4LUyRlyzogFKaX813/9V9ne3i4Nw5CXXHKJfOSRR+Z7SPMKMObrm9/85tFtisWi/H//7//JqqoqGYlE5Gte8xp56NCh+Rv0AuFksRDM0zF+/vOfy7Vr10rTNOXKlSvlV7/61RP+7vu+/PjHPy4bGhqkaZrypS99qdy+ffs8jXZ+yGQy8o/+6I9ke3u7DIVCcvHixfJjH/uYtCzr6Dbn6jzde++9Y65Lt9xyi5RycvMyNDQk3/SmN8lYLCYTiYR8+9vfLrPZ7DyczdlD0KI6ICAgICAgYELOiZiFgICAgICAgOkTiIWAgICAgICACQnEQkBAQEBAQMCEBGIhICAgICAgYEICsRAQEBAQEBAwIYFYCAgICAgICJiQQCwEBAQEBAQETEggFgICAgICAgImJBALAQEBAQEBARMSiIWAgICAgICACQnEQkBAQEBAQMCEBGIhICAgICAgYEL+f35V5xyTD/GRAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 组合颜色大小与透明度\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.random.randint(100, size=(100,))\n",
    "y = np.random.randint(100, size=(100,))\n",
    "colors = np.random.randint(100, size=(100,))\n",
    "sizes = 10 * np.random.randint(100, size=(100,))\n",
    "\n",
    "plt.scatter(x, y, c=colors, s=sizes, alpha=0.6, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}